Setup

resultsPath=file.path(getwd(),"Results")
# Gather parameters from command line  
#dir.create(file.path(resultsPath,"cache"), showWarnings=F, recursive=T)
nCores <- parallel::detectCores()#params$nCores
subsetGenes <- params$subsetGenes 
subsetCells <- params$subsetCells 
resolution <-  as.numeric(params$resolution)
interactive <- params$interactive 

root <- getwd()
# Have to setwd via knitr
# knitr::opts_knit$set(root.dir=resultsPath, child.path = resultsPath)
knitr::opts_chunk$set(echo=T, error=T, root.dir = resultsPath 
                      # cache=T, cache.lazy=T
                      ) 

# Utilize parallel processing later on
print(paste("**** Utilized Cores **** =", nCores))   
## [1] "**** Utilized Cores **** = 4"
params 
## $subsetGenes
## [1] "protein_coding"
## 
## $subsetCells
## [1] "400"
## 
## $resolution
## [1] "0.6"
## 
## $resultsPath
## [1] "/Users/schilder/Desktop/PD_scRNAseq/Results/subsetGenes-protein_coding__subsetCells-400__Resolution-0.6"
## 
## $interactive
## [1] "F"

** /Users/schilder/Desktop/PD_scRNAseq/Results/subsetGenes-protein_coding__subsetCells-400__Resolution-0.6 **

Load Libraries & Report Versions

library(Seurat)
library(dplyr)
library(gridExtra)
library(knitr) 
library(plotly)
library(ggplot2)
library(reshape2)
library(shiny) 
library(ggrepel)
library(DT) 
 
 
# 
# install.packages('devtools')
# devtools::install_github('talgalili/heatmaply')
## Install Bioconductor
#  if (!requireNamespace("BiocManager"))
#     install.packages("BiocManager")
# BiocManager::install(c("biomaRt"))
library(biomaRt)
# BiocManager::install(c("DESeq2"))
library(DESeq2)
# library(snow); #BiocManager::install("Rmpi") #NOTE: different lib name than install name (snow vs Rmpi)
 
createDT <- function(DF, caption="", scrollY=500){
  data <- DT::datatable(DF, caption=caption,
    extensions = list('Buttons','Scroller'),
    options = list( dom = 'Bfrtip', 
                    buttons = c('copy', 'csv', 'excel', 'pdf', 'print'), 
                    scrollY = scrollY, scrollX=T, scrollCollapse = T, paging = F,  
                      columnDefs = list(list(className = 'dt-center', targets = "_all"))
    )
  ) 
   return(data)
}


# Useful Seurat functions
## Seurat::FindGeneTerms() # Enrichr API
## Seurat::MultiModal_CCA() # Integrates data from disparate datasets (CIA version too)

sessionInfo()
## R version 3.5.1 (2018-07-02)
## Platform: x86_64-apple-darwin15.6.0 (64-bit)
## Running under: macOS  10.14.2
## 
## Matrix products: default
## BLAS: /Library/Frameworks/R.framework/Versions/3.5/Resources/lib/libRblas.0.dylib
## LAPACK: /Library/Frameworks/R.framework/Versions/3.5/Resources/lib/libRlapack.dylib
## 
## locale:
## [1] en_US.UTF-8/en_US.UTF-8/en_US.UTF-8/C/en_US.UTF-8/en_US.UTF-8
## 
## attached base packages:
## [1] parallel  stats4    stats     graphics  grDevices utils     datasets 
## [8] methods   base     
## 
## other attached packages:
##  [1] DESeq2_1.22.2               SummarizedExperiment_1.12.0
##  [3] DelayedArray_0.8.0          BiocParallel_1.16.5        
##  [5] matrixStats_0.54.0          Biobase_2.42.0             
##  [7] GenomicRanges_1.34.0        GenomeInfoDb_1.18.1        
##  [9] IRanges_2.16.0              S4Vectors_0.20.1           
## [11] BiocGenerics_0.28.0         biomaRt_2.38.0             
## [13] DT_0.5.1                    ggrepel_0.8.0              
## [15] shiny_1.2.0                 reshape2_1.4.3             
## [17] plotly_4.8.0                knitr_1.21                 
## [19] gridExtra_2.3               dplyr_0.7.8                
## [21] Seurat_2.3.4                Matrix_1.2-15              
## [23] cowplot_0.9.4               ggplot2_3.1.0              
## 
## loaded via a namespace (and not attached):
##   [1] snow_0.4-3             backports_1.1.3        Hmisc_4.1-1           
##   [4] plyr_1.8.4             igraph_1.2.2           lazyeval_0.2.1        
##   [7] splines_3.5.1          digest_0.6.18          foreach_1.4.4         
##  [10] htmltools_0.3.6        lars_1.2               gdata_2.18.0          
##  [13] magrittr_1.5           checkmate_1.9.0        memoise_1.1.0         
##  [16] cluster_2.0.7-1        mixtools_1.1.0         ROCR_1.0-7            
##  [19] annotate_1.60.0        R.utils_2.7.0          prettyunits_1.0.2     
##  [22] colorspace_1.3-2       blob_1.1.1             xfun_0.4              
##  [25] crayon_1.3.4           RCurl_1.95-4.11        jsonlite_1.6          
##  [28] genefilter_1.64.0      bindr_0.1.1            survival_2.43-3       
##  [31] zoo_1.8-4              iterators_1.0.10       ape_5.2               
##  [34] glue_1.3.0             gtable_0.2.0           zlibbioc_1.28.0       
##  [37] XVector_0.22.0         kernlab_0.9-27         prabclus_2.2-6        
##  [40] DEoptimR_1.0-8         scales_1.0.0           mvtnorm_1.0-8         
##  [43] DBI_1.0.0              bibtex_0.4.2           Rcpp_1.0.0            
##  [46] metap_1.0              dtw_1.20-1             viridisLite_0.3.0     
##  [49] xtable_1.8-3           progress_1.2.0         htmlTable_1.13.1      
##  [52] reticulate_1.10        foreign_0.8-71         bit_1.1-14            
##  [55] proxy_0.4-22           mclust_5.4.2           SDMTools_1.1-221      
##  [58] Formula_1.2-3          tsne_0.1-3             htmlwidgets_1.3       
##  [61] httr_1.4.0             gplots_3.0.1           RColorBrewer_1.1-2    
##  [64] fpc_2.1-11.1           acepack_1.4.1          modeltools_0.2-22     
##  [67] ica_1.0-2              pkgconfig_2.0.2        XML_3.98-1.16         
##  [70] R.methodsS3_1.7.1      flexmix_2.3-14         nnet_7.3-12           
##  [73] locfit_1.5-9.1         tidyselect_0.2.5       rlang_0.3.1           
##  [76] later_0.7.5            AnnotationDbi_1.44.0   munsell_0.5.0         
##  [79] tools_3.5.1            RSQLite_2.1.1          ggridges_0.5.1        
##  [82] evaluate_0.12          stringr_1.3.1          yaml_2.2.0            
##  [85] npsurv_0.4-0           bit64_0.9-7            fitdistrplus_1.0-11   
##  [88] robustbase_0.93-3      caTools_1.17.1.1       purrr_0.2.5           
##  [91] RANN_2.6.1             bindrcpp_0.2.2         pbapply_1.3-4         
##  [94] nlme_3.1-137           mime_0.6               R.oo_1.22.0           
##  [97] hdf5r_1.0.1            compiler_3.5.1         rstudioapi_0.9.0      
## [100] png_0.1-7              lsei_1.2-0             geneplotter_1.60.0    
## [103] tibble_2.0.0           stringi_1.2.4          lattice_0.20-38       
## [106] trimcluster_0.1-2.1    pillar_1.3.1           Rdpack_0.10-1         
## [109] lmtest_0.9-36          data.table_1.11.8      bitops_1.0-6          
## [112] irlba_2.3.2            gbRd_0.4-11            httpuv_1.4.5.1        
## [115] R6_2.3.0               latticeExtra_0.6-28    promises_1.0.1        
## [118] KernSmooth_2.23-15     codetools_0.2-16       MASS_7.3-51.1         
## [121] gtools_3.8.1           assertthat_0.2.0       withr_2.1.2           
## [124] GenomeInfoDbData_1.2.0 diptest_0.75-7         doSNOW_1.0.16         
## [127] hms_0.4.2              grid_3.5.1             rpart_4.1-13          
## [130] tidyr_0.8.2            class_7.3-15           rmarkdown_1.11        
## [133] segmented_0.5-3.0      Rtsne_0.15             base64enc_0.1-3
print(paste("Seurat ", packageVersion("Seurat")))
## [1] "Seurat  2.3.4"

Load Data

## ! IMPORTANT! Must not setwd to local path when launching on cluster
# setwd("~/Desktop/PD_scRNAseq/")
dir.create(file.path(root,"Data"), showWarnings=F) 
load(file.path(root,"Data/seurat_object_add_HTO_ids.Rdata"))
pbmc <- seurat.obj  
rm(seurat.obj)

Pre-filtered Dimensions

pbmc
## An object of class seurat in project RAJ_13357 
##  24914 genes across 22113 samples.

Clean Metadata

Add Metadata

metadata <- read.table(file.path(root,"Data/meta.data4.tsv"))
createDT( metadata, caption = "Metadata")  
## Warning in instance$preRenderHook(instance): It seems your data is too
## big for client-side DataTables. You may consider server-side processing:
## https://rstudio.github.io/DT/server.html
# Make AgeGroups
makeAgeGroups <- function(){
  dim(metadata)
  getMaxRound <- function(vals=metadata$Age, unit=10)unit*ceiling((max(vals)/unit))
  getMinRound <- function(vals=metadata$Age, unit=10)unit*floor((min(vals)/unit)) 
   
  ageBreaks = c(seq(getMinRound(), getMaxRound(), by = 10), getMaxRound()+10)
  AgeGroupsUniq <- c()
  for (i in 1:(length(ageBreaks)-1)){ 
    AgeGroupsUniq <- append(AgeGroupsUniq, paste(ageBreaks[i],ageBreaks[i+1], sep="-")) 
  } 
  data.table::setDT(metadata,keep.rownames = T,check.names = F)[, AgeGroups := cut(Age, 
                                  breaks = ageBreaks, 
                                  right = F, 
                                  labels = AgeGroupsUniq,
                                  nclude.lowest=T)]
  metadata <- data.frame(metadata)
  unique(metadata$AgeGroups)
  head(metadata)
  dim(metadata)
  return(metadata)
}
# metadata <- makeAgeGroups()

pbmc <- AddMetaData(object = pbmc, metadata = metadata)  
# Get rid of any NAs (cells that don't match up with the metadata) 
if(subsetCells==F){
  pbmc <- FilterCells(object = pbmc,  subset.names = "nGene", low.thresholds = 0)
} else {pbmc <- FilterCells(object = pbmc,  subset.names = "nGene", low.thresholds = 0,
                    # Subset for testing 
                    cells.use = pbmc@cell.names[0:subsetCells]
                    )
}  

Filter & Normalize Data

Subset Genes by Biotype

Include only subsets of genes by type. Biotypes from: https://useast.ensembl.org/info/genome/genebuild/biotypes.html

subsetBiotypes <- function(pbmc, subsetGenes){
  if( subsetGenes!=F ){
    print(paste("Subsetting genes:",subsetGenes))
    # If the gene_biotypes file exists, import csv. Otherwise, get from biomaRt
    if(file_test("-f", file.path(root,"Data/gene_biotypes.csv"))){
      biotypes <- read.csv(file.path(root,"Data/gene_biotypes.csv"))
    }
    else {
      ensembl <- useMart(biomart="ENSEMBL_MART_ENSEMBL", host="grch37.ensembl.org",
                       dataset="hsapiens_gene_ensembl") 
      ensembl <- useDataset(mart = ensembl, dataset = "hsapiens_gene_ensembl")
      listFilters(ensembl)
      listAttributes(ensembl)   
      biotypes <- getBM(attributes=c("hgnc_symbol", "gene_biotype"), filters="hgnc_symbol",
            values=row.names(pbmc@data), mart=ensembl) 
      write.csv(biotypes, file.path(root,"Data/gene_biotypes.csv"), quote=F, row.names=F)
    } 
    # Subset data by creating new Seurat object (annoying but necessary)
    geneSubset <- biotypes[biotypes$gene_biotype==subsetGenes,"hgnc_symbol"] 
    
    print(paste(dim(pbmc@raw.data[geneSubset, ])[1],"/", dim(pbmc@raw.data)[1], 
                "genes are", subsetGenes))
    # Add back into pbmc 
    subset.matrix <- pbmc@raw.data[geneSubset, ] # Pull the raw expression matrix from the original Seurat object containing only the genes of interest
    pbmc_sub <- CreateSeuratObject(subset.matrix) # Create a new Seurat object with just the genes of interest
    orig.ident <- row.names(pbmc@meta.data) # Pull the identities from the original Seurat object as a data.frame
    pbmc_sub <- AddMetaData(object = pbmc_sub, metadata = pbmc@meta.data) # Add the idents to the meta.data slot
    pbmc_sub <- SetAllIdent(object = pbmc_sub, id = "ident") # Assign identities for the new Seurat object
    pbmc <- pbmc_sub
    rm(list = c("pbmc_sub","geneSubset", "subset.matrix", "orig.ident")) 
  } 
}

subsetBiotypes(pbmc, subsetGenes)
## [1] "Subsetting genes: protein_coding"
## [1] "14827 / 24914 genes are protein_coding"

Subset Cells

Filter by cells, normalize , filter by gene variability.

pbmc <- FilterCells(object = pbmc, subset.names = c("nGene", "percent.mito"), 
    low.thresholds = c(200, -Inf), high.thresholds = c(2500, 0.05))

pbmc <- NormalizeData(object = pbmc, normalization.method = "LogNormalize", 
    scale.factor = 10000)

Subset Genes by Variance

** Important!**: Specify do.par = T, and num.cores = nCores in ‘ScaleData’ to use all available cores.

# Store the top most variable genes in @var.genes
pbmc <- FindVariableGenes(object = pbmc, mean.function = ExpMean, dispersion.function = LogVMR,
    x.low.cutoff = 0.0125, x.high.cutoff = 3, y.cutoff = 0.5)

# IMPORTANT!: Must set do.par=T and num.cors = n for large datasets being processed on computing clusters
# IMPORTANT!: Use only the var.genes identified by 'FindVariableGenes' as the 'gene.use' arg in 'ScaleData'
## This will greatly reduced the computational load.

# par.Cores <- ifelse(nCores <= 12, 48, nCores)
pbmc <- ScaleData(object = pbmc, genes.use = pbmc@var.genes, vars.to.regress = c("nUMI", "percent.mito"), 
                  do.par = T, num.cores = nCores)
## Regressing out: nUMI, percent.mito
## 
## Time Elapsed:  11.2049210071564 secs
## Scaling data matrix

Filtered Dimensions

pbmc
## An object of class seurat in project RAJ_13357 
##  24914 genes across 396 samples.

Diagnostic Plots

Violin Plots

vp <- VlnPlot(object = pbmc, features.plot = c("nGene", "nUMI", "percent.mito"),nCol = 3, do.return = T) %>% + ggplot2::aes(alpha=0.5)
vp

Gene Plots

percent.mito plot

# par(mfrow = c(1, 2))
gp1 <- GenePlot(object = pbmc, gene1 = "nUMI", gene2 = "percent.mito", pch.use=20, 
         do.hover=T, data.hover = "mut")
gp1

nGene plot

gp2 <- GenePlot(object = pbmc, gene1 = "nUMI", gene2 = "nGene", pch.use=20, 
         do.hover=T, data.hover = "mut")
gp2

Dimensionality Reduction

PCA

ProjectPCA scores each gene in the dataset (including genes not included in the PCA) based on their correlation with the calculated components. Though we don’t use this further here, it can be used to identify markers that are strongly correlated with cellular heterogeneity, but may not have passed through variable gene selection. The results of the projected PCA can be explored by setting use.full=T in the functions above

  • Other Dim Reduction Methods in Seurat
  • RunCCA()
  • RunMultiCCA()
  • RunDiffusion()
  • RunPHATE()
  • RunUMAP()
  • RunICA()
# Run PCA with only the top most variables genes
pbmc <- RunPCA(object = pbmc, pc.genes = pbmc@var.genes, do.print=F) #, pcs.print = 1:5,  genes.print = 5
# Store in Seurat object so you don't have to recalculate it for the tSNE/UMAP steps
pbmc <- ProjectPCA(object = pbmc, do.print=F) 

VizPCA

VizPCA(object = pbmc, pcs.use = 1:2)

PCA plot

PCAPlot(object = pbmc, dim.1 = 1, dim.2 = 2, do.hover=T, data.hover="mut")

PCHeatmaps

# 'PCHeatmap' is a wrapper for heatmap.2  
PCHeatmap(object = pbmc, pc.use = 1:12, do.balanced=T, label.columns=F, use.full=F)  

Significant PCs

Determine statistically significant PCs for further analysis. NOTE: This process can take a long time for big datasets, comment out for expediency. More approximate techniques such as those implemented in PCElbowPlot() can be used to reduce computation time

#pbmc <- JackStraw(object = pbmc, num.replicate = 100, display.progress = FALSE)
PCElbowPlot(object = pbmc)

Find Cell Clusters

We first construct a KNN graph based on the euclidean distance in PCA space, and refine the edge weights between any two cells based on the shared overlap in their local neighborhoods (Jaccard similarity). To cluster the cells, we apply modularity optimization techniques such as the Louvain algorithm (default) or SLM [SLM, Blondel et al., Journal of Statistical Mechanics], to iteratively group cells together, with the goal of optimizing the standard modularity function.

On Resolution
The FindClusters function implements the procedure, and contains a resolution parameter that sets the ‘granularity’ of the downstream clustering, with increased values leading to a greater number of clusters. We find that setting this parameter between 0.6-1.2 typically returns good results for single cell datasets of around 3K cells. Optimal resolution often increases for larger datasets. The clusters are saved in the object@ident slot.

  • To further increase speed, you can employ an approximate nearest neighbor search via the RANN package by increasing the nn.eps + parameter. Setting this at 0 (the default) represents an exact neighbor search.
  • By default, we perform 100 random starts for clustering and select the result with highest modularity. You can lower this through the n.start parameter to reduce clustering time.
# TRY DIFFERENT RESOLUTIONS
pbmc <- StashIdent(object = pbmc, save.name = "pre_clustering") 
# pbmc <- SetAllIdent(object = pbmc, id = "pre_clustering") 

pbmc <- FindClusters(object = pbmc, reduction.type = "pca", dims.use = 1:10, 
                     resolution = resolution, print.output = F, save.SNN = T, 
                     n.start = 10, nn.eps = 0.5) 
PrintFindClustersParams(object = pbmc) 
## Parameters used in latest FindClusters calculation run on: 2019-01-11 01:03:20
## =============================================================================
## Resolution: 0.6
## -----------------------------------------------------------------------------
## Modularity Function    Algorithm         n.start         n.iter
##      1                   1                 10              10
## -----------------------------------------------------------------------------
## Reduction used          k.param          prune.SNN
##      pca                 30                0.0667
## -----------------------------------------------------------------------------
## Dims used in calculation
## =============================================================================
## 1 2 3 4 5 6 7 8 9 10
pbmc <- StashIdent(object = pbmc, save.name = "post_clustering") 

UMAP

pbmc <- RunUMAP(object = pbmc, dims.use = 1:10, num_threads=0)
# Plot results
DimPlot(object = pbmc, reduction.use = 'umap')

t-SNE

As input to the tSNE, we suggest using the same PCs as input to the clustering analysis, although computing the tSNE based on scaled gene expression is also supported using the genes.use argument.

** Important!**: Specify num_threads=0 in ‘RunTSNE’ to use all available cores.

“FItSNE”, a new fast implementation of t-SNE, is also available through RunTSNE. However FItSNE must first be setup on your computer.

labSize <- 6 

pbmc <- RunTSNE(object=pbmc,  reduction.use = "pca", dims.use = 1:10, do.fast = TRUE, 
                tsne.method = "Rtsne", num_threads=0) #   FItSNE
# note that you can set do.label=T to help label individual clusters
tp <- TSNEPlot(object = pbmc, do.label=T, label.size = labSize, do.return=T) 
ifelse(interactive, tp %>% ggplotly() %>% toWebGL() %>% print(), print(tp))

## [[1]]
##                         tSNE_1       tSNE_2 ident             x
## GTCATTTTCCGCATCT -8.657445e+00   0.22898545     1 -8.657445e+00
## ATAAGAGAGGAGTTGC -5.176955e+00   2.76507088     1 -5.176955e+00
## CATTATCCATGGTCTA  1.155586e+00   2.26353705     0  1.155586e+00
## CTTAGGAGTGGCGAAT  1.219443e+00  -1.46785659     0  1.219443e+00
## CATCAGAAGCACCGCT  6.644504e-04   4.81762700     0  6.644504e-04
## GCGGGTTAGTAGCCGA  4.379003e+00   3.34423767     0  4.379003e+00
## CAGAGAGAGCGCCTTG  6.704459e+00  -0.07468406     0  6.704459e+00
## CTGAAGTCAGACACTT  1.482259e+00   2.11618901     0  1.482259e+00
## GGACGTCCAGGTGCCT -7.422198e+00   6.70733341     1 -7.422198e+00
## AAAGCAAGTGGTGTAG  4.675011e+00   0.42397557     0  4.675011e+00
## TCTCATACAGGGCATA -4.598105e+00  -3.24906447     0 -4.598105e+00
## AACTCAGGTACTCGCG  5.242496e+00   3.11792498     0  5.242496e+00
## CACATTTGTGAGTATA -2.980013e-01   3.84801123     0 -2.980013e-01
## ACTTTCAAGGTGTTAA -5.514153e+00   1.72482926     1 -5.514153e+00
## TGCCCATCAGACGCAA  6.670565e+00   7.60624163     0  6.670565e+00
## CTAAGACCAATGCCAT -4.931751e-01  -0.51975752     0 -4.931751e-01
## CGGAGCTCATTTGCTT -3.166285e+00  -5.11813943     0 -3.166285e+00
## GAGCAGATCGACGGAA  2.853900e-01   2.60195317     0  2.853900e-01
## TAAACCGAGATCGATA -1.165963e+00  -2.42873993     0 -1.165963e+00
## GTCTCGTGTACATCCA -4.332121e+00  -4.60524475     0 -4.332121e+00
## GTATCTTAGACCCACC -3.171266e+00   6.10661192     1 -3.171266e+00
## GAGCAGAAGAGCCTAG -1.889856e+00   6.77566688     1 -1.889856e+00
## GTGCAGCTCACATAGC  5.977330e-01   2.11794566     0  5.977330e-01
## CCTATTAGTAAACCTC -2.864881e+00  -5.19432271     0 -2.864881e+00
## AGAGTGGAGTTTAGGA  1.209681e+00  -9.17804309     0  1.209681e+00
## TACGGGCAGGTGATTA  5.874006e+00   6.72907579     0  5.874006e+00
## ACTATCTCAATCTACG  1.472580e+00   6.53659187     0  1.472580e+00
## CGAGCCATCAGGCAAG  2.426180e+00  -7.45576833     0  2.426180e+00
## CGAATGTCAATTGCTG  6.564554e+00  -1.58694914     0  6.564554e+00
## TACGGTATCGTTACGA  2.557060e-01   2.41872600     0  2.557060e-01
## CTGTGCTCAAGGTGTG  6.065800e+00   1.51692437     0  6.065800e+00
## CCATGTCGTAACGACG -4.861762e+00  -4.61285178     0 -4.861762e+00
## TGCTGCTAGACACTAA  1.719350e+00  -5.88253455     0  1.719350e+00
## ACGGGTCTCGCTTAGA  8.131599e+00   2.80709852     0  8.131599e+00
## ACGAGGAAGGCTAGCA  3.444834e+00   1.77472927     0  3.444834e+00
## GCACTCTGTCGGCACT  3.690039e+00   5.22575486     0  3.690039e+00
## ATCATGGGTTTAAGCC  3.911044e+00  -6.49426793     0  3.911044e+00
## GCATGTAGTAAAGGAG  4.738446e+00   5.69774790     0  4.738446e+00
## CAACTAGAGTGGGCTA  1.496028e+00  -1.39212210     0  1.496028e+00
## AACACGTCAATCAGAA -8.670766e+00   6.66057665     1 -8.670766e+00
## AAAGTAGGTGTCTGAT -9.300675e+00   6.61832477     1 -9.300675e+00
## CTCATTATCGCTGATA  7.747000e+00   6.32235222     0  7.747000e+00
## TACTCGCCAACGCACC  2.896174e+00   5.87014251     0  2.896174e+00
## GGACATTGTCCTGCTT -7.910233e+00   5.18829695     1 -7.910233e+00
## ACTGAACAGAGCTGGT -2.665102e-02   1.49894341     0 -2.665102e-02
## CTCGGGAAGTGCAAGC  8.650236e-01  -0.96140589     0  8.650236e-01
## AGCTCCTAGCATGGCA -5.652088e-01  -7.08463854     0 -5.652088e-01
## TATTACCGTCGACTGC  2.813359e+00   1.60991296     0  2.813359e+00
## GAACGGACATTTCACT  3.555423e+00   7.68055960     0  3.555423e+00
## CACAAACTCCCGGATG -3.685737e-01  -4.50206567     0 -3.685737e-01
## GCTCCTAAGGGAGTAA  4.114673e+00   3.32689089     0  4.114673e+00
## GACTAACCATCACGTA -8.977484e+00   5.97296458     1 -8.977484e+00
## TACTCGCTCTTAACCT  4.185830e+00   6.64479053     0  4.185830e+00
## AGGCCGTCAGGAACGT -2.204399e+00   0.51695877     0 -2.204399e+00
## CCACTACAGTGCTGCC  3.342191e+00  -0.93090772     0  3.342191e+00
## ATCCACCCAAGCCGTC  7.761106e+00  -5.95121223     0  7.761106e+00
## GAGTCCGAGACTGTAA  3.264741e+00   3.44709883     0  3.264741e+00
## AAGCCGCCAGAAGCAC  4.757493e+00  -3.16282887     0  4.757493e+00
## GACACGCCAGATTGCT  6.573146e+00  -1.63140169     0  6.573146e+00
## CGACTTCAGGCTACGA  5.276949e+00  -7.47923376     0  5.276949e+00
## GGGTTGCCAGTAAGCG  5.181468e+00   3.92768967     0  5.181468e+00
## AGTGAGGGTCAGAATA -2.199857e-01   4.14113976     0 -2.199857e-01
## GATCTAGCAGCCACCA  2.955631e+00  -9.82737782     0  2.955631e+00
## ACGAGGACAAGACGTG  3.794809e+00  -1.09445161     0  3.794809e+00
## CATATGGCAAGCCGCT  2.243866e-01  -3.12559374     0  2.243866e-01
## TTATGCTCAGACGCTC -1.458651e+00  -7.41360423     0 -1.458651e+00
## AGTGTCAAGTCGCCGT  4.594438e+00  -3.53316367     0  4.594438e+00
## AAGGCAGGTCTGCCAG  3.771036e+00   4.74299989     0  3.771036e+00
## TCAGGATAGCCCGAAA  8.801190e+00   3.29020655     0  8.801190e+00
## CCACTACCACTAGTAC  5.587682e+00  -9.23213655     1  5.587682e+00
## AGCAGCCTCGCCAAAT  2.172374e+00   8.36989228     0  2.172374e+00
## CTGCCTATCCATGCTC  2.711108e+00  -0.31664211     0  2.711108e+00
## GCTGCAGCATAGTAAG -2.423937e-01   3.78247853     0 -2.423937e-01
## GCGCAGTTCAGTTCGA -3.281175e+00   4.41627051     1 -3.281175e+00
## GGGCATCGTAGCGCTC  3.953198e+00   4.50317876     0  3.953198e+00
## CTAATGGGTTACGTCA  7.742022e+00  -2.58641670     0  7.742022e+00
## ATTCTACGTTATCGGT  9.639884e-01  -6.27692049     0  9.639884e-01
## GAAATGATCAGCTGGC  2.335541e+00  -5.50233211     0  2.335541e+00
## TGCTACCTCGTCCAGG  7.173994e-01   0.69917563     0  7.173994e-01
## ACATGGTCACTTACGA -2.593202e+00   7.61287539     0 -2.593202e+00
## ACTTTCAAGCGTTGCC  8.610835e+00  -3.49755962     0  8.610835e+00
## CCTACACGTAAACCTC  3.361248e+00  -1.81771097     0  3.361248e+00
## ATTGGTGAGATCCCAT  2.434441e+00  -0.19750949     0  2.434441e+00
## CCGGGATCACAGACAG -5.058401e+00  -3.06630110     0 -5.058401e+00
## CAGTAACTCTCTTGAT -1.567436e+00  -5.95114617     0 -1.567436e+00
## ATCTACTCAATAGCGG  9.544696e-01  -3.90651495     0  9.544696e-01
## ACCCACTGTTAAGAAC -7.424191e+00   4.82483508     1 -7.424191e+00
## ACATACGTCTGCTTGC -1.387212e+00  -6.16631089     0 -1.387212e+00
## CGTCTACGTTGAACTC  1.499977e+00   2.82186087     0  1.499977e+00
## ATTATCCCAGCAGTTT  6.597516e-01   4.52982408     0  6.597516e-01
## GAAACTCTCGTTACGA  7.170608e-01  -2.25962565     0  7.170608e-01
## GATGAAACATCATCCC  6.536961e+00   3.37784845     0  6.536961e+00
## CACAGTATCTGTCCGT  5.044328e+00  -1.05686075     0  5.044328e+00
## TGAAAGAAGGAGCGAG  8.378323e+00   0.15021670     0  8.378323e+00
## CCGGTAGAGACCGGAT  6.098751e+00   2.59708784     0  6.098751e+00
## TGCGGGTTCTAACCGA -8.542563e+00   4.19464935     1 -8.542563e+00
## GGCGACTTCGCGCCAA -8.112348e-01  -1.07821877     0 -8.112348e-01
## GGGATGAAGTCGCCGT  4.339055e+00  -6.41080183     0  4.339055e+00
## GATTCAGGTACAGACG  1.086021e-01  -0.79382160     0  1.086021e-01
## TAGACCACAAGAAGAG  6.469297e-01  -4.84616542     0  6.469297e-01
## AATCCAGGTCAGAGGT -6.299324e+00   2.04616857     1 -6.299324e+00
## TGAGCCGCAATGGACG -4.533750e+00  -2.82498997     0 -4.533750e+00
## CACATAGGTACTCTCC -1.630605e+00  -0.25945645     0 -1.630605e+00
## CATGGCGAGCAATATG -8.896476e+00   6.80217814     1 -8.896476e+00
## CAGTAACGTTATTCTC -3.248291e+00   5.73738875     1 -3.248291e+00
## GCGAGAAGTTCCGTCT  2.301985e+00  -8.72120370     0  2.301985e+00
## TTTACTGGTCCCTTGT -7.170291e+00  -2.26381632     1 -7.170291e+00
## ATCATGGCACGAAATA  3.911615e+00  -1.45908464     0  3.911615e+00
## CGCCAAGAGGCAGTCA -1.049559e+00  -5.65424376     0 -1.049559e+00
## CGTCCATGTCCAGTAT -9.065749e-01 -12.14631589     0 -9.065749e-01
## TGGCGCATCCATTCTA  1.082823e+00  -5.83746787     0  1.082823e+00
## CCCATACGTAGCTTGT -1.274327e+00  -4.23696194     0 -1.274327e+00
## GCATGCGGTGCTGTAT -1.105904e+00  -2.30929762     0 -1.105904e+00
## TTCTTAGCATGCTAGT  4.518414e+00 -10.98999135     0  4.518414e+00
## TGCGCAGAGTGGACGT -4.740021e+00   2.27632786     1 -4.740021e+00
## ATTATCCGTTGCTCCT  1.019460e+01   1.60068503     0  1.019460e+01
## AGAATAGAGACTAGGC  2.574607e-01   8.19470211     0  2.574607e-01
## CCTACACAGCTGCAAG -4.579187e+00   3.78036762     1 -4.579187e+00
## GACAGAGAGTGCTGCC  2.674800e+00   7.80813469     0  2.674800e+00
## GTTCGGGTCCCAAGAT  5.078476e+00   5.85749790     0  5.078476e+00
## AGTAGTCGTAAGCACG -4.204170e+00  -7.66123928     0 -4.204170e+00
## CTCACACGTACCTACA -3.218777e+00  -7.27508623     0 -3.218777e+00
## GCAGTTAAGTGGGTTG  1.666565e+00  -0.71374206     0  1.666565e+00
## GTCAAGTCAGCTCGAC -9.307978e-02   4.66083424     1 -9.307978e-02
## GCTGCGATCCCTAACC -7.367523e+00  -2.18373837     1 -7.367523e+00
## GATCGTATCCCTAACC -5.129086e-01 -10.37214175     0 -5.129086e-01
## TGAGAGGTCCGTAGTA -3.068281e+00  -3.50342754     0 -3.068281e+00
## CTCGTCAGTGCACTTA -1.869924e+00  -1.73791864     0 -1.869924e+00
## AGCATACAGCAAATCA  2.038829e+00   1.50302028     0  2.038829e+00
## TCGGGACGTGTCAATC  1.893738e+00   0.79349361     0  1.893738e+00
## ATGCGATGTAAACACA  8.023736e+00  -7.23045009     0  8.023736e+00
## CATGACACACAACGTT  5.681009e+00   2.02909006     0  5.681009e+00
## GCTTGAAGTGCTAGCC  3.164570e+00  -8.10136604     0  3.164570e+00
## TTTGGTTTCTCTTATG  6.542839e+00  -2.60279866     0  6.542839e+00
## ACACCCTGTGAAATCA  6.644580e+00   4.13445131     0  6.644580e+00
## ATCATGGTCCCTCAGT -5.518678e+00  -5.00020672     0 -5.518678e+00
## CCTCTGACAATCAGAA  4.913926e+00  -4.21936812     0  4.913926e+00
## ACATACGAGACACTAA  6.863066e-01   8.37578804     0  6.863066e-01
## TCACAAGTCCGTAGGC -7.494170e+00   1.55313421     1 -7.494170e+00
## GCAGTTAGTCCAGTGC -8.718299e+00   0.25433822     1 -8.718299e+00
## AGTGAGGGTTACAGAA  9.690106e+00   4.93468788     0  9.690106e+00
## CACACAAGTAATCACC  4.260916e-01  -9.85862531     0  4.260916e-01
## GATCGCGAGGCTAGAC -4.562177e+00  -4.19709412     0 -4.562177e+00
## CTCGTACTCCTTTCGG  1.916499e+00  -1.03062040     0  1.916499e+00
## ATCCACCTCGGCGGTT  5.593286e+00   9.23465138     0  5.593286e+00
## GAAGCAGAGCTAGTTC  8.548682e+00  -2.52295127     0  8.548682e+00
## CAGTCCTAGTGTCTCA  4.405758e+00   2.29180444     0  4.405758e+00
## CGCTTCACAATGGATA  2.354838e+00  -5.76518775     0  2.354838e+00
## TCCCGATTCATATCGG  4.848905e+00  -2.95373630     0  4.848905e+00
## TGTGGTACATATACCG  3.850445e+00   6.02642958     0  3.850445e+00
## TACCTTACACTACAGT -7.650567e+00   2.79350107     1 -7.650567e+00
## GTAGGCCGTCCGTCAG -5.136115e+00  -7.66884750     0 -5.136115e+00
## CAGAATCCAATCAGAA  1.161542e+00   5.89630599     0  1.161542e+00
## GGATTACTCTGTGCAA -7.848723e-01   8.08541832     1 -7.848723e-01
## GTCGTAAGTTTGTTTC -2.150638e+00   9.16075689     0 -2.150638e+00
## GATCGTAAGCCAGTAG  4.521357e+00  -4.09050881     0  4.521357e+00
## GACTACAGTTAAAGAC  9.046054e+00  -5.62714169     0  9.046054e+00
## CATGACACAACACCTA  9.638608e+00  -2.21053324     0  9.638608e+00
## CACCAGGTCACGCGGT -8.503426e-01 -12.63334048     0 -8.503426e-01
## GTCTTCGTCTGAGTGT -1.637446e+00   3.38244355     1 -1.637446e+00
## CCTTCGAAGTGGGATC -5.864636e-01  -5.18497688     0 -5.864636e-01
## GTGCGGTGTCCTGCTT -8.092565e-01 -10.46623537     0 -8.092565e-01
## GTCACAACATGCCTTC -8.945527e+00   0.21219912     1 -8.945527e+00
## CAGAGAGTCAGTCAGT  1.882167e+00  -8.03577464     0  1.882167e+00
## GTGCGGTGTACTCTCC -1.594496e+00   0.59424017     0 -1.594496e+00
## CAGCTAATCAAGATCC -3.467392e+00   2.54671915     1 -3.467392e+00
## CAAGATCGTTGGGACA  6.727197e+00  -7.81771923     0  6.727197e+00
## TTTATGCCATCACAAC  8.119497e+00   4.99454347     0  8.119497e+00
## CGGTTAATCCCAAGTA  4.719813e+00   0.59786472     0  4.719813e+00
## TAGCCGGTCCGTAGTA -1.057834e+01   4.01096450     1 -1.057834e+01
## ACGAGCCGTGTTTGTG  1.527536e+00   6.21024586     0  1.527536e+00
## AGCATACCAAACCCAT -2.128794e+00  10.23627590     0 -2.128794e+00
## GAAATGATCAACACTG  1.815332e+00   1.47737360     0  1.815332e+00
## TATCTCACATAACCTG  7.864979e+00   0.95320144     0  7.864979e+00
## CCGTACTCACTTCTGC -1.099125e+01   3.55343253     1 -1.099125e+01
## CTAGAGTTCAGAGGTG -2.306152e+00  -2.89765320     0 -2.306152e+00
## CTGATAGCATACAGCT  3.543732e+00  -5.15230097     0  3.543732e+00
## TCGAGGCCACGGTAGA -7.359257e+00   6.80325879     1 -7.359257e+00
## GATCAGTTCACTTATC -2.132532e+00  -4.12827976     0 -2.132532e+00
## GTTTCTAAGCCCTAAT -1.683131e+00  -9.40520559     0 -1.683131e+00
## CAGCTGGAGGAATTAC -6.002086e+00   0.86911471     1 -6.002086e+00
## AGAGTGGTCGATCCCT  8.532731e-01  -9.90547100     0  8.532731e-01
## CATGGCGCAACTGCTA  2.487109e-01  -3.40613878     0  2.487109e-01
## CTGGTCTGTATATGGA -8.675774e+00   4.52674174     1 -8.675774e+00
## CGTCACTCACAGGAGT  1.885011e+00  -2.60302610     0  1.885011e+00
## AACTGGTTCAACCAAC -9.370409e+00   5.35380332     1 -9.370409e+00
## CCATTCGCAGGGAGAG -8.842309e-01   0.52838436     0 -8.842309e-01
## CATCAGATCTTCAACT -4.073099e+00  -1.89936601     0 -4.073099e+00
## GAATGAATCAGGCAAG  1.415408e+00  -4.64746711     0  1.415408e+00
## TGTCCCATCGAATGCT -1.416379e+00   1.20136027     0 -1.416379e+00
## AGTGGGACAGCCAATT  1.334275e+00  -1.67811345     0  1.334275e+00
## AGAGCTTTCACATGCA  6.969329e+00  -4.36323009     0  6.969329e+00
## TGCGGGTTCTGCAGTA  7.199681e+00  -4.99074850     0  7.199681e+00
## GTCGTAAGTCGGCACT  5.213620e+00  -7.54120103     0  5.213620e+00
## CTCGAGGTCGGAGCAA -1.535957e+00  -0.55751139     0 -1.535957e+00
## CTACACCAGATGAGAG -8.532659e+00  -1.13772535     0 -8.532659e+00
## ACGGCCATCTTACCTA  4.122792e+00  -0.69767734     0  4.122792e+00
## CCCAGTTCACACCGAC  3.324179e+00 -10.88652323     1  3.324179e+00
## TCGGGACTCGGATGGA -5.395824e+00   1.82109018     1 -5.395824e+00
## CATCGGGTCCCGACTT -3.868171e+00   0.94192704     1 -3.868171e+00
## CTTAACTGTAAGGATT  6.268201e+00   6.53823839     0  6.268201e+00
## AACCATGAGCGTAATA  6.636750e+00  -0.11980178     0  6.636750e+00
## TCAGATGGTCTTCTCG  3.658707e-01  -7.47340137     0  3.658707e-01
## CTCACACTCCCAACGG -2.236868e+00  10.66971754     0 -2.236868e+00
## CCATGTCAGGATGGAA -8.761853e-01  -1.77491162     0 -8.761853e-01
## GGGTCTGGTACTTGAC  7.585292e+00  -2.08513676     0  7.585292e+00
## GGAACTTCACAGTCGC  2.743753e+00  -9.54205886     0  2.743753e+00
## GACCTGGCACATCCAA  5.736315e+00   4.49306281     0  5.736315e+00
## CAGTCCTCAAGACACG -8.236154e+00   7.68925514     1 -8.236154e+00
## AGATCTGCATATGGTC  3.379516e+00  -5.83544768     0  3.379516e+00
## CATCAGAGTATTCTCT  1.946420e+00  -3.52228141     0  1.946420e+00
## TGCACCTTCGATAGAA -1.028930e+00 -10.37898033     0 -1.028930e+00
## CCTACACTCCCAAGTA  5.781861e+00  -4.44594705     0  5.781861e+00
## ACTTTCATCGTAGATC -8.388015e+00   5.10639949     1 -8.388015e+00
## TTGCGTCCACCATGTA -2.117388e-01   6.96255417     0 -2.117388e-01
## AAATGCCAGGTGCTAG  5.683804e+00   9.63927708     0  5.683804e+00
## ATGCGATGTCCATCCT -4.718003e+00   4.08013484     1 -4.718003e+00
## CCAGCGAAGCCACTAT  6.664703e+00  -1.59871243     0  6.664703e+00
## TACTTGTAGTGTACTC  3.182150e+00   5.13650489     0  3.182150e+00
## AGGGATGTCTCGCTTG -2.855192e+00   3.06418591     1 -2.855192e+00
## TGTCCCAGTATTAGCC  5.163745e+00  -9.31851269     0  5.163745e+00
## TGCTACCTCGCACTCT -6.830137e+00   0.52454619     0 -6.830137e+00
## GTAACGTCAGTATAAG -1.061979e+01   3.21165533     1 -1.061979e+01
## GCGCAACGTTCGTTGA -7.511986e+00   3.38075416     1 -7.511986e+00
## GCGAGAACATGAGCGA -1.055116e+01   5.87375864     1 -1.055116e+01
## TGCCCTAGTGCACCAC -7.779413e+00  -0.42046420     1 -7.779413e+00
## CTAGAGTGTAAACACA -1.137294e+00   2.07444697     0 -1.137294e+00
## AGTAGTCCACCGGAAA  1.920283e+00   3.98464886     0  1.920283e+00
## CATATTCTCAGCGATT  4.459245e+00   0.35512934     0  4.459245e+00
## GAATGAAGTAACGACG  5.748431e+00   1.31015961     0  5.748431e+00
## GATCAGTAGTACTTGC  6.831021e+00  -3.75167056     0  6.831021e+00
## CAAGAAACAGGATTGG -4.725736e+00   3.83764871     1 -4.725736e+00
## CCTATTATCAACACTG -2.448638e+00  -5.68727759     0 -2.448638e+00
## CAGCAGCTCTGCGGCA -5.855051e+00  -2.67097026     0 -5.855051e+00
## ATAAGAGAGCTGCGAA  7.939433e+00   2.81866772     0  7.939433e+00
## AGATCTGCACCTATCC  7.902560e-01 -10.53155833     0  7.902560e-01
## GACACGCGTAGAGCTG -4.289512e+00  -6.28180753     0 -4.289512e+00
## TACACGAAGCTAGGCA -1.708622e+00   0.26584942     0 -1.708622e+00
## AACACGTTCCGAAGAG  1.372862e+00  -4.29921878     0  1.372862e+00
## TTAACTCGTGTAATGA -8.131753e+00   7.87178795     1 -8.131753e+00
## TGGCGCAGTTCAGACT  3.440412e+00   1.05951864     0  3.440412e+00
## CATCAGAGTCTAGTCA -1.794150e+00   5.54726428     1 -1.794150e+00
## CTAGAGTAGCATGGCA  5.615897e+00   6.74860631     0  5.615897e+00
## TACGGTAAGCGTGAAC  5.904719e+00   4.34339294     0  5.904719e+00
## TGACTTTTCGGATGTT -6.298207e+00   3.39041386     1 -6.298207e+00
## CTCACACTCCTACAGA -4.976099e+00  -8.66432922     0 -4.976099e+00
## CCGTACTCACTGAAGG  5.639067e+00  -5.92724179     0  5.639067e+00
## ATAACGCGTGGAAAGA -1.204078e+00  -4.89083534     0 -1.204078e+00
## GCTTGAAAGCTAGGCA -5.859117e+00   6.75708117     1 -5.859117e+00
## AAGTCTGGTGTTGGGA  5.248984e+00  -6.11249735     0  5.248984e+00
## CGATCGGGTACAGCAG  1.280231e+00   3.20085234     0  1.280231e+00
## AGTAGTCTCGATGAGG  3.546329e+00   2.51762719     0  3.546329e+00
## CGACCTTCAGACGCTC -7.387409e+00   4.50772268     1 -7.387409e+00
## GCATACACATGCAACT  4.223245e+00   1.53875690     0  4.223245e+00
## TCCCGATTCGCAGGCT  4.113075e+00   8.66711686     0  4.113075e+00
## TTAGGCAAGATCGATA -7.279612e+00   5.77674193     1 -7.279612e+00
## TCGTACCAGGCAAAGA  2.142047e+00  -7.62956725     0  2.142047e+00
## GGATGTTGTATAGGGC  4.427690e+00   4.41660737     0  4.427690e+00
## AATCCAGCAGAGTGTG  3.610174e+00  -4.31960620     0  3.610174e+00
## CATGCCTCACGGCCAT -4.504154e+00   4.85747142     1 -4.504154e+00
## CTCGAAACACATGACT  4.477078e+00  -0.07689102     0  4.477078e+00
## CTGCCTAGTTGCGTTA -3.511288e-01  -4.57535706     0 -3.511288e-01
## GGCGACTAGACAGAGA -8.618505e+00   0.16510837     1 -8.618505e+00
## TACAGTGGTGTAATGA -5.612653e+00   5.76301057     1 -5.612653e+00
## ACGAGCCTCTTATCTG  9.873352e+00   5.07518514     0  9.873352e+00
## GGGAATGCAAATACAG -9.394105e+00   6.71830037     1 -9.394105e+00
## TGCACCTGTACCGAGA  5.148232e+00  -6.22147826     0  5.148232e+00
## ATCATCTTCAGTCAGT  1.057280e+01  -0.16951143     0  1.057280e+01
## CATATTCGTACAGTTC -8.839006e-01  -1.90872262     0 -8.839006e-01
## GCATGATGTTCCACTC -2.044203e+00  -0.14753598     0 -2.044203e+00
## AAGGCAGTCACGACTA -4.332109e+00   0.26554382     0 -4.332109e+00
## GAAACTCTCTATCCCG -2.170408e+00  -1.44928431     0 -2.170408e+00
## AGCATACTCTGCTGTC -4.235250e+00   3.18573562     1 -4.235250e+00
## TGGGCGTCAGCGTTCG -4.861304e+00   1.23644683     1 -4.861304e+00
## TCGTAGAGTTCGTCTC -5.829069e+00  -4.81356261     0 -5.829069e+00
## GACAGAGGTACCGCTG -1.004446e+01   4.00260346     1 -1.004446e+01
## TCTCATACACATAACC -1.552873e+00  -6.72790597     0 -1.552873e+00
## TGGGCGTCATTGAGCT  1.491094e+00  -9.73154313     0  1.491094e+00
## CATGACACATGTCTCC  7.862207e-01  -6.98352499     0  7.862207e-01
## GAATAAGGTGCACGAA -4.015221e+00   7.96834932     1 -4.015221e+00
## TGCGCAGCAAGCGAGT -4.738201e-01  -2.23807869     0 -4.738201e-01
## CTTCTCTCAGCCAGAA  6.522834e-01  -0.28475056     0  6.522834e-01
## AAGCCGCAGTGGCACA  5.381163e-01  -1.19173322     0  5.381163e-01
## CTCTACGAGTGGACGT  5.418260e+00  -9.95085912     0  5.418260e+00
## GTCATTTTCTATCCCG  6.020399e+00   7.31827049     0  6.020399e+00
## CGAGCACAGCCACTAT -9.532625e+00  -0.37672640     1 -9.532625e+00
## AGTAGTCGTAACGACG -4.960707e+00  -4.80736220     0 -4.960707e+00
## GACGTGCAGAGGGATA -8.659590e-01   3.00008337     0 -8.659590e-01
## GTCTTCGTCCAACCAA  8.078407e+00   4.35234047     0  8.078407e+00
## CAAGGCCTCGCCCTTA -1.650036e+00  -4.10777888     0 -1.650036e+00
## TGTGGTACATGGTTGT  4.333766e+00   5.97931693     0  4.333766e+00
## CCTCAGTTCGAATGCT -6.298901e+00   3.10075920     1 -6.298901e+00
## ACCGTAATCTGAGGGA -4.851655e+00   4.67346558     1 -4.851655e+00
## GTTAAGCCAGTTCATG  3.330227e+00  -5.74955731     0  3.330227e+00
## CTGCCTATCAATCTCT -1.781482e+00   1.58814641     0 -1.781482e+00
## GACGGCTTCTCCAACC  1.974222e+00  -0.61419188     0  1.974222e+00
## TTTCCTCCAGTTCCCT -8.956004e-01 -12.34614791     0 -8.956004e-01
## GCGCCAAAGCCCTAAT -9.713814e-01  -1.29271016     0 -9.713814e-01
## CCACCTATCCCGACTT -2.462155e+00   4.05638367     1 -2.462155e+00
## TTTATGCCAGGGCATA  4.095397e+00 -10.93641161     1  4.095397e+00
## TACAGTGTCGCGGATC -4.287943e+00   1.27509811     1 -4.287943e+00
## AGCTCTCCACCACGTG  1.028960e+00  -3.34557017     0  1.028960e+00
## GTGGGTCCATTGAGCT  7.492028e-03  10.47053957     1  7.492028e-03
## GGGATGACAGACTCGC  8.605070e+00  -3.65092807     0  8.605070e+00
## ACACCAAGTTCGGGCT -7.993369e+00   5.14879219     1 -7.993369e+00
## TGATTTCAGCTATGCT -9.880691e+00   1.23120054     1 -9.880691e+00
## TGGCCAGAGAGGGCTT  5.145418e+00   4.47840018     0  5.145418e+00
## TCGGTAAGTAAAGTCA  3.494028e+00   7.48264607     0  3.494028e+00
## TGAAAGAGTCCCTTGT -5.314825e+00   5.75532917     1 -5.314825e+00
## CCGTGGATCGTTTATC -5.444200e+00   0.42559319     1 -5.444200e+00
## GAACCTATCCTCAACC -4.169842e+00  -5.69093177     0 -4.169842e+00
## GCGCAGTCATCCAACA -8.963229e+00   3.37677607     1 -8.963229e+00
## ACATGGTTCGCGCCAA -2.653004e+00   3.75391014     1 -2.653004e+00
## CTTGGCTGTACGCACC -1.284867e+00  -8.30851167     0 -1.284867e+00
## AGATTGCAGGCCCGTT -4.800783e+00  -8.83620605     0 -4.800783e+00
## AGGCCGTGTTACGGAG -8.124113e+00   5.75832235     1 -8.124113e+00
## GGTGTTAGTTAAGATG  2.140839e+00  -2.00817489     0  2.140839e+00
## GGAATAATCCTGTAGA -5.574210e+00   4.13971276     1 -5.574210e+00
## TATTACCGTATTAGCC -9.308046e+00   1.17733605     1 -9.308046e+00
## ATAACGCGTTAGTGGG -3.988616e+00  -3.50692765     0 -3.988616e+00
## AAACGGGGTTATCCGA -3.579510e+00   1.64545336     0 -3.579510e+00
## TGTGGTATCGTTTAGG -6.913373e+00   3.87820458     1 -6.913373e+00
## ATCACGAGTATGAATG -2.439721e+00   3.41487553     1 -2.439721e+00
## CAGCAGCTCACCTCGT -6.141276e-01 -10.44154398     0 -6.141276e-01
## CCAATCCGTATTACCG -5.904125e+00   5.00515791     1 -5.904125e+00
## TTCTACATCACATAGC  6.112852e+00   6.55028648     0  6.112852e+00
## TGTCCCATCGTATCAG  8.800517e+00  -3.51706822     0  8.800517e+00
## AGCTCTCAGTGTTTGC -1.325945e+00  -3.44325153     0 -1.325945e+00
## CAACCTCAGTAACCCT  7.877974e+00   6.43545138     0  7.877974e+00
## GTGGGTCAGGTAAACT -3.630388e+00  -0.64842123     0 -3.630388e+00
## TAAGTGCCACGTCAGC -5.644045e+00   7.28087341     1 -5.644045e+00
## GACCTGGCAGCCACCA  4.301284e+00  -8.71281307     0  4.301284e+00
## ACAGCCGCAGGATCGA  1.029330e+00  -6.90833618     0  1.029330e+00
## AACTCCCCAGCTCGCA  4.247216e+00  -3.48441558     0  4.247216e+00
## GGAAAGCGTCTCTCGT  3.510818e+00   0.23251375     0  3.510818e+00
## CGCTTCAAGCAGGTCA -4.914605e+00   1.46609183     1 -4.914605e+00
## GATCGCGAGAAGGGTA -6.413629e+00   4.14813503     1 -6.413629e+00
## AAGCCGCCAGGATTGG -1.051683e+01   2.88993836     1 -1.051683e+01
## ATTGGACGTCGTGGCT  3.329373e+00   4.28667964     0  3.329373e+00
## CCCATACCACTAAGTC  7.907591e+00   7.07868143     0  7.907591e+00
## TCTCTAATCCCATTTA -1.048328e+01   5.66378840     1 -1.048328e+01
## TCGTAGAGTGGTACAG -5.836787e+00  -2.69605685     1 -5.836787e+00
## AAACGGGAGAGACGAA  9.998998e-01  -2.25437695     0  9.998998e-01
## GACTACATCACCACCT  5.440028e+00   9.01486282     0  5.440028e+00
## GAAACTCAGTTGAGTA -1.566576e+00  -4.50723060     0 -1.566576e+00
## CCCTCCTTCCTCCTAG -9.636273e+00   1.29110803     1 -9.636273e+00
## GCGACCATCACGGTTA  1.531680e-02   5.39959967     0  1.531680e-02
## TCTCTAAAGAGTCGGT -5.121621e+00   3.61876677     1 -5.121621e+00
## GGCTCGATCTCACATT  6.662753e+00  -0.06355014     0  6.662753e+00
## CTGATAGAGGCAGGTT -3.275426e+00   6.18298026     1 -3.275426e+00
## CATGCCTAGGAGTTTA -7.325889e+00   2.49315506     1 -7.325889e+00
## TGGCTGGTCAGCCTAA  4.277762e+00  -4.58668200     0  4.277762e+00
## TCAGATGTCGTTACAG  6.788437e+00  -7.74072556     0  6.788437e+00
## CAGCTGGGTTATGTGC -1.377998e+00  -2.77598063     0 -1.377998e+00
## GGAACTTAGTCGTACT  1.345522e+00  -7.65630497     0  1.345522e+00
## CCGGGATCACCGGAAA -6.241643e+00   4.79185561     1 -6.241643e+00
## CCTTCGATCAAAGACA  6.271899e-01  -5.16949311     0  6.271899e-01
## CGAGAAGGTATCGCAT -2.545856e+00   1.23219604     1 -2.545856e+00
## CCTAAAGAGACTGGGT  1.613359e+00  -8.39922297     0  1.613359e+00
## CAGATCACATTGGCGC -6.193854e+00   4.88584554     1 -6.193854e+00
## CTAGCCTAGCTGGAAC -1.673475e+00   5.83014130     1 -1.673475e+00
## ATTGGTGTCTCGTATT  7.618206e+00   6.26252206     0  7.618206e+00
## GGGAATGTCAAAGTAG -5.763744e+00   2.12691943     1 -5.763744e+00
## CCATGTCCACGGCCAT -5.515122e+00  -6.39443455     0 -5.515122e+00
## GGCAATTCATATGGTC  1.203202e+00  -4.46128743     0  1.203202e+00
## CTGTGCTCATGTCCTC -3.119671e+00   2.10428535     0 -3.119671e+00
## TTAACTCCAACGCACC -2.089245e+00   1.95839630     0 -2.089245e+00
## CGAACATAGCGGCTTC  2.669011e+00  -5.94601457     0  2.669011e+00
## TCGCGTTAGGCACATG -6.214042e+00   4.00673550     1 -6.214042e+00
## GGGTTGCCAAACTGCT -2.283807e+00   4.09198288     0 -2.283807e+00
## ATAAGAGCAGGTGCCT -5.758653e+00   0.55407994     1 -5.758653e+00
## CGGACACGTATTCGTG  7.420237e+00   4.91444266     0  7.420237e+00
## CTGATAGTCACGACTA -1.590383e+00  -8.04744340     0 -1.590383e+00
## GAACATCGTGAGTATA  5.053656e+00   2.55620440     0  5.053656e+00
## TGCTACCAGTGGTCCC  3.986098e+00   1.52336714     0  3.986098e+00
## GCTGGGTAGTCTTGCA -2.628358e+00  -6.99109831     0 -2.628358e+00
## TACGGATGTCTAACGT  2.227207e+00   3.20282438     0  2.227207e+00
## TGGGCGTCAATGGATA -7.339674e+00   1.21547427     1 -7.339674e+00
## CTGCTGTCATTTGCTT  6.421546e+00   1.81413427     0  6.421546e+00
## GGGCATCAGCAGCCTC -8.370552e+00   4.42006712     1 -8.370552e+00
## CGTGAGCAGACTAGAT  1.732701e+00  -8.24611111     0  1.732701e+00
## CAGCGACCACACCGAC  5.095460e+00   6.69669295     0  5.095460e+00
## CCCAATCCAGTTAACC  6.760060e+00   6.46831432     0  6.760060e+00
## CAGCGACTCAGCGACC  1.377572e+00   0.74564999     0  1.377572e+00
## GAGCAGAAGCTATGCT  5.996503e+00   5.40775242     0  5.996503e+00
## CTCTGGTTCACTTCAT -6.633507e-01   0.97420778     0 -6.633507e-01
## CGCGTTTCAGCTGTGC -7.789296e+00   2.72469496     1 -7.789296e+00
## GGACGTCCACCTCGGA  6.804610e+00  -3.36186641     0  6.804610e+00
## TAGTTGGAGAGTTGGC  3.246687e+00  -1.20152036     0  3.246687e+00
## ATTGGTGTCGGAATCT -3.666721e+00   0.53841459     0 -3.666721e+00
## GAATGAACACGGCCAT  7.946070e+00   4.70701237     0  7.946070e+00
## GTGCATACAAGGTGTG  2.006366e+00  -3.57461214     0  2.006366e+00
## GGAATAAGTCGGCACT  2.471427e+00  -4.38734743     0  2.471427e+00
## ACCCACTTCCAAAGTC  8.661584e+00  -4.50665306     0  8.661584e+00
## ACTATCTCAATTCCTT -4.769779e+00   7.01717630     1 -4.769779e+00
## AGCATACAGTGGGATC -4.206730e+00   2.49401762     0 -4.206730e+00
##                             y pt.size
## GTCATTTTCCGCATCT   0.22898545       1
## ATAAGAGAGGAGTTGC   2.76507088       1
## CATTATCCATGGTCTA   2.26353705       1
## CTTAGGAGTGGCGAAT  -1.46785659       1
## CATCAGAAGCACCGCT   4.81762700       1
## GCGGGTTAGTAGCCGA   3.34423767       1
## CAGAGAGAGCGCCTTG  -0.07468406       1
## CTGAAGTCAGACACTT   2.11618901       1
## GGACGTCCAGGTGCCT   6.70733341       1
## AAAGCAAGTGGTGTAG   0.42397557       1
## TCTCATACAGGGCATA  -3.24906447       1
## AACTCAGGTACTCGCG   3.11792498       1
## CACATTTGTGAGTATA   3.84801123       1
## ACTTTCAAGGTGTTAA   1.72482926       1
## TGCCCATCAGACGCAA   7.60624163       1
## CTAAGACCAATGCCAT  -0.51975752       1
## CGGAGCTCATTTGCTT  -5.11813943       1
## GAGCAGATCGACGGAA   2.60195317       1
## TAAACCGAGATCGATA  -2.42873993       1
## GTCTCGTGTACATCCA  -4.60524475       1
## GTATCTTAGACCCACC   6.10661192       1
## GAGCAGAAGAGCCTAG   6.77566688       1
## GTGCAGCTCACATAGC   2.11794566       1
## CCTATTAGTAAACCTC  -5.19432271       1
## AGAGTGGAGTTTAGGA  -9.17804309       1
## TACGGGCAGGTGATTA   6.72907579       1
## ACTATCTCAATCTACG   6.53659187       1
## CGAGCCATCAGGCAAG  -7.45576833       1
## CGAATGTCAATTGCTG  -1.58694914       1
## TACGGTATCGTTACGA   2.41872600       1
## CTGTGCTCAAGGTGTG   1.51692437       1
## CCATGTCGTAACGACG  -4.61285178       1
## TGCTGCTAGACACTAA  -5.88253455       1
## ACGGGTCTCGCTTAGA   2.80709852       1
## ACGAGGAAGGCTAGCA   1.77472927       1
## GCACTCTGTCGGCACT   5.22575486       1
## ATCATGGGTTTAAGCC  -6.49426793       1
## GCATGTAGTAAAGGAG   5.69774790       1
## CAACTAGAGTGGGCTA  -1.39212210       1
## AACACGTCAATCAGAA   6.66057665       1
## AAAGTAGGTGTCTGAT   6.61832477       1
## CTCATTATCGCTGATA   6.32235222       1
## TACTCGCCAACGCACC   5.87014251       1
## GGACATTGTCCTGCTT   5.18829695       1
## ACTGAACAGAGCTGGT   1.49894341       1
## CTCGGGAAGTGCAAGC  -0.96140589       1
## AGCTCCTAGCATGGCA  -7.08463854       1
## TATTACCGTCGACTGC   1.60991296       1
## GAACGGACATTTCACT   7.68055960       1
## CACAAACTCCCGGATG  -4.50206567       1
## GCTCCTAAGGGAGTAA   3.32689089       1
## GACTAACCATCACGTA   5.97296458       1
## TACTCGCTCTTAACCT   6.64479053       1
## AGGCCGTCAGGAACGT   0.51695877       1
## CCACTACAGTGCTGCC  -0.93090772       1
## ATCCACCCAAGCCGTC  -5.95121223       1
## GAGTCCGAGACTGTAA   3.44709883       1
## AAGCCGCCAGAAGCAC  -3.16282887       1
## GACACGCCAGATTGCT  -1.63140169       1
## CGACTTCAGGCTACGA  -7.47923376       1
## GGGTTGCCAGTAAGCG   3.92768967       1
## AGTGAGGGTCAGAATA   4.14113976       1
## GATCTAGCAGCCACCA  -9.82737782       1
## ACGAGGACAAGACGTG  -1.09445161       1
## CATATGGCAAGCCGCT  -3.12559374       1
## TTATGCTCAGACGCTC  -7.41360423       1
## AGTGTCAAGTCGCCGT  -3.53316367       1
## AAGGCAGGTCTGCCAG   4.74299989       1
## TCAGGATAGCCCGAAA   3.29020655       1
## CCACTACCACTAGTAC  -9.23213655       1
## AGCAGCCTCGCCAAAT   8.36989228       1
## CTGCCTATCCATGCTC  -0.31664211       1
## GCTGCAGCATAGTAAG   3.78247853       1
## GCGCAGTTCAGTTCGA   4.41627051       1
## GGGCATCGTAGCGCTC   4.50317876       1
## CTAATGGGTTACGTCA  -2.58641670       1
## ATTCTACGTTATCGGT  -6.27692049       1
## GAAATGATCAGCTGGC  -5.50233211       1
## TGCTACCTCGTCCAGG   0.69917563       1
## ACATGGTCACTTACGA   7.61287539       1
## ACTTTCAAGCGTTGCC  -3.49755962       1
## CCTACACGTAAACCTC  -1.81771097       1
## ATTGGTGAGATCCCAT  -0.19750949       1
## CCGGGATCACAGACAG  -3.06630110       1
## CAGTAACTCTCTTGAT  -5.95114617       1
## ATCTACTCAATAGCGG  -3.90651495       1
## ACCCACTGTTAAGAAC   4.82483508       1
## ACATACGTCTGCTTGC  -6.16631089       1
## CGTCTACGTTGAACTC   2.82186087       1
## ATTATCCCAGCAGTTT   4.52982408       1
## GAAACTCTCGTTACGA  -2.25962565       1
## GATGAAACATCATCCC   3.37784845       1
## CACAGTATCTGTCCGT  -1.05686075       1
## TGAAAGAAGGAGCGAG   0.15021670       1
## CCGGTAGAGACCGGAT   2.59708784       1
## TGCGGGTTCTAACCGA   4.19464935       1
## GGCGACTTCGCGCCAA  -1.07821877       1
## GGGATGAAGTCGCCGT  -6.41080183       1
## GATTCAGGTACAGACG  -0.79382160       1
## TAGACCACAAGAAGAG  -4.84616542       1
## AATCCAGGTCAGAGGT   2.04616857       1
## TGAGCCGCAATGGACG  -2.82498997       1
## CACATAGGTACTCTCC  -0.25945645       1
## CATGGCGAGCAATATG   6.80217814       1
## CAGTAACGTTATTCTC   5.73738875       1
## GCGAGAAGTTCCGTCT  -8.72120370       1
## TTTACTGGTCCCTTGT  -2.26381632       1
## ATCATGGCACGAAATA  -1.45908464       1
## CGCCAAGAGGCAGTCA  -5.65424376       1
## CGTCCATGTCCAGTAT -12.14631589       1
## TGGCGCATCCATTCTA  -5.83746787       1
## CCCATACGTAGCTTGT  -4.23696194       1
## GCATGCGGTGCTGTAT  -2.30929762       1
## TTCTTAGCATGCTAGT -10.98999135       1
## TGCGCAGAGTGGACGT   2.27632786       1
## ATTATCCGTTGCTCCT   1.60068503       1
## AGAATAGAGACTAGGC   8.19470211       1
## CCTACACAGCTGCAAG   3.78036762       1
## GACAGAGAGTGCTGCC   7.80813469       1
## GTTCGGGTCCCAAGAT   5.85749790       1
## AGTAGTCGTAAGCACG  -7.66123928       1
## CTCACACGTACCTACA  -7.27508623       1
## GCAGTTAAGTGGGTTG  -0.71374206       1
## GTCAAGTCAGCTCGAC   4.66083424       1
## GCTGCGATCCCTAACC  -2.18373837       1
## GATCGTATCCCTAACC -10.37214175       1
## TGAGAGGTCCGTAGTA  -3.50342754       1
## CTCGTCAGTGCACTTA  -1.73791864       1
## AGCATACAGCAAATCA   1.50302028       1
## TCGGGACGTGTCAATC   0.79349361       1
## ATGCGATGTAAACACA  -7.23045009       1
## CATGACACACAACGTT   2.02909006       1
## GCTTGAAGTGCTAGCC  -8.10136604       1
## TTTGGTTTCTCTTATG  -2.60279866       1
## ACACCCTGTGAAATCA   4.13445131       1
## ATCATGGTCCCTCAGT  -5.00020672       1
## CCTCTGACAATCAGAA  -4.21936812       1
## ACATACGAGACACTAA   8.37578804       1
## TCACAAGTCCGTAGGC   1.55313421       1
## GCAGTTAGTCCAGTGC   0.25433822       1
## AGTGAGGGTTACAGAA   4.93468788       1
## CACACAAGTAATCACC  -9.85862531       1
## GATCGCGAGGCTAGAC  -4.19709412       1
## CTCGTACTCCTTTCGG  -1.03062040       1
## ATCCACCTCGGCGGTT   9.23465138       1
## GAAGCAGAGCTAGTTC  -2.52295127       1
## CAGTCCTAGTGTCTCA   2.29180444       1
## CGCTTCACAATGGATA  -5.76518775       1
## TCCCGATTCATATCGG  -2.95373630       1
## TGTGGTACATATACCG   6.02642958       1
## TACCTTACACTACAGT   2.79350107       1
## GTAGGCCGTCCGTCAG  -7.66884750       1
## CAGAATCCAATCAGAA   5.89630599       1
## GGATTACTCTGTGCAA   8.08541832       1
## GTCGTAAGTTTGTTTC   9.16075689       1
## GATCGTAAGCCAGTAG  -4.09050881       1
## GACTACAGTTAAAGAC  -5.62714169       1
## CATGACACAACACCTA  -2.21053324       1
## CACCAGGTCACGCGGT -12.63334048       1
## GTCTTCGTCTGAGTGT   3.38244355       1
## CCTTCGAAGTGGGATC  -5.18497688       1
## GTGCGGTGTCCTGCTT -10.46623537       1
## GTCACAACATGCCTTC   0.21219912       1
## CAGAGAGTCAGTCAGT  -8.03577464       1
## GTGCGGTGTACTCTCC   0.59424017       1
## CAGCTAATCAAGATCC   2.54671915       1
## CAAGATCGTTGGGACA  -7.81771923       1
## TTTATGCCATCACAAC   4.99454347       1
## CGGTTAATCCCAAGTA   0.59786472       1
## TAGCCGGTCCGTAGTA   4.01096450       1
## ACGAGCCGTGTTTGTG   6.21024586       1
## AGCATACCAAACCCAT  10.23627590       1
## GAAATGATCAACACTG   1.47737360       1
## TATCTCACATAACCTG   0.95320144       1
## CCGTACTCACTTCTGC   3.55343253       1
## CTAGAGTTCAGAGGTG  -2.89765320       1
## CTGATAGCATACAGCT  -5.15230097       1
## TCGAGGCCACGGTAGA   6.80325879       1
## GATCAGTTCACTTATC  -4.12827976       1
## GTTTCTAAGCCCTAAT  -9.40520559       1
## CAGCTGGAGGAATTAC   0.86911471       1
## AGAGTGGTCGATCCCT  -9.90547100       1
## CATGGCGCAACTGCTA  -3.40613878       1
## CTGGTCTGTATATGGA   4.52674174       1
## CGTCACTCACAGGAGT  -2.60302610       1
## AACTGGTTCAACCAAC   5.35380332       1
## CCATTCGCAGGGAGAG   0.52838436       1
## CATCAGATCTTCAACT  -1.89936601       1
## GAATGAATCAGGCAAG  -4.64746711       1
## TGTCCCATCGAATGCT   1.20136027       1
## AGTGGGACAGCCAATT  -1.67811345       1
## AGAGCTTTCACATGCA  -4.36323009       1
## TGCGGGTTCTGCAGTA  -4.99074850       1
## GTCGTAAGTCGGCACT  -7.54120103       1
## CTCGAGGTCGGAGCAA  -0.55751139       1
## CTACACCAGATGAGAG  -1.13772535       1
## ACGGCCATCTTACCTA  -0.69767734       1
## CCCAGTTCACACCGAC -10.88652323       1
## TCGGGACTCGGATGGA   1.82109018       1
## CATCGGGTCCCGACTT   0.94192704       1
## CTTAACTGTAAGGATT   6.53823839       1
## AACCATGAGCGTAATA  -0.11980178       1
## TCAGATGGTCTTCTCG  -7.47340137       1
## CTCACACTCCCAACGG  10.66971754       1
## CCATGTCAGGATGGAA  -1.77491162       1
## GGGTCTGGTACTTGAC  -2.08513676       1
## GGAACTTCACAGTCGC  -9.54205886       1
## GACCTGGCACATCCAA   4.49306281       1
## CAGTCCTCAAGACACG   7.68925514       1
## AGATCTGCATATGGTC  -5.83544768       1
## CATCAGAGTATTCTCT  -3.52228141       1
## TGCACCTTCGATAGAA -10.37898033       1
## CCTACACTCCCAAGTA  -4.44594705       1
## ACTTTCATCGTAGATC   5.10639949       1
## TTGCGTCCACCATGTA   6.96255417       1
## AAATGCCAGGTGCTAG   9.63927708       1
## ATGCGATGTCCATCCT   4.08013484       1
## CCAGCGAAGCCACTAT  -1.59871243       1
## TACTTGTAGTGTACTC   5.13650489       1
## AGGGATGTCTCGCTTG   3.06418591       1
## TGTCCCAGTATTAGCC  -9.31851269       1
## TGCTACCTCGCACTCT   0.52454619       1
## GTAACGTCAGTATAAG   3.21165533       1
## GCGCAACGTTCGTTGA   3.38075416       1
## GCGAGAACATGAGCGA   5.87375864       1
## TGCCCTAGTGCACCAC  -0.42046420       1
## CTAGAGTGTAAACACA   2.07444697       1
## AGTAGTCCACCGGAAA   3.98464886       1
## CATATTCTCAGCGATT   0.35512934       1
## GAATGAAGTAACGACG   1.31015961       1
## GATCAGTAGTACTTGC  -3.75167056       1
## CAAGAAACAGGATTGG   3.83764871       1
## CCTATTATCAACACTG  -5.68727759       1
## CAGCAGCTCTGCGGCA  -2.67097026       1
## ATAAGAGAGCTGCGAA   2.81866772       1
## AGATCTGCACCTATCC -10.53155833       1
## GACACGCGTAGAGCTG  -6.28180753       1
## TACACGAAGCTAGGCA   0.26584942       1
## AACACGTTCCGAAGAG  -4.29921878       1
## TTAACTCGTGTAATGA   7.87178795       1
## TGGCGCAGTTCAGACT   1.05951864       1
## CATCAGAGTCTAGTCA   5.54726428       1
## CTAGAGTAGCATGGCA   6.74860631       1
## TACGGTAAGCGTGAAC   4.34339294       1
## TGACTTTTCGGATGTT   3.39041386       1
## CTCACACTCCTACAGA  -8.66432922       1
## CCGTACTCACTGAAGG  -5.92724179       1
## ATAACGCGTGGAAAGA  -4.89083534       1
## GCTTGAAAGCTAGGCA   6.75708117       1
## AAGTCTGGTGTTGGGA  -6.11249735       1
## CGATCGGGTACAGCAG   3.20085234       1
## AGTAGTCTCGATGAGG   2.51762719       1
## CGACCTTCAGACGCTC   4.50772268       1
## GCATACACATGCAACT   1.53875690       1
## TCCCGATTCGCAGGCT   8.66711686       1
## TTAGGCAAGATCGATA   5.77674193       1
## TCGTACCAGGCAAAGA  -7.62956725       1
## GGATGTTGTATAGGGC   4.41660737       1
## AATCCAGCAGAGTGTG  -4.31960620       1
## CATGCCTCACGGCCAT   4.85747142       1
## CTCGAAACACATGACT  -0.07689102       1
## CTGCCTAGTTGCGTTA  -4.57535706       1
## GGCGACTAGACAGAGA   0.16510837       1
## TACAGTGGTGTAATGA   5.76301057       1
## ACGAGCCTCTTATCTG   5.07518514       1
## GGGAATGCAAATACAG   6.71830037       1
## TGCACCTGTACCGAGA  -6.22147826       1
## ATCATCTTCAGTCAGT  -0.16951143       1
## CATATTCGTACAGTTC  -1.90872262       1
## GCATGATGTTCCACTC  -0.14753598       1
## AAGGCAGTCACGACTA   0.26554382       1
## GAAACTCTCTATCCCG  -1.44928431       1
## AGCATACTCTGCTGTC   3.18573562       1
## TGGGCGTCAGCGTTCG   1.23644683       1
## TCGTAGAGTTCGTCTC  -4.81356261       1
## GACAGAGGTACCGCTG   4.00260346       1
## TCTCATACACATAACC  -6.72790597       1
## TGGGCGTCATTGAGCT  -9.73154313       1
## CATGACACATGTCTCC  -6.98352499       1
## GAATAAGGTGCACGAA   7.96834932       1
## TGCGCAGCAAGCGAGT  -2.23807869       1
## CTTCTCTCAGCCAGAA  -0.28475056       1
## AAGCCGCAGTGGCACA  -1.19173322       1
## CTCTACGAGTGGACGT  -9.95085912       1
## GTCATTTTCTATCCCG   7.31827049       1
## CGAGCACAGCCACTAT  -0.37672640       1
## AGTAGTCGTAACGACG  -4.80736220       1
## GACGTGCAGAGGGATA   3.00008337       1
## GTCTTCGTCCAACCAA   4.35234047       1
## CAAGGCCTCGCCCTTA  -4.10777888       1
## TGTGGTACATGGTTGT   5.97931693       1
## CCTCAGTTCGAATGCT   3.10075920       1
## ACCGTAATCTGAGGGA   4.67346558       1
## GTTAAGCCAGTTCATG  -5.74955731       1
## CTGCCTATCAATCTCT   1.58814641       1
## GACGGCTTCTCCAACC  -0.61419188       1
## TTTCCTCCAGTTCCCT -12.34614791       1
## GCGCCAAAGCCCTAAT  -1.29271016       1
## CCACCTATCCCGACTT   4.05638367       1
## TTTATGCCAGGGCATA -10.93641161       1
## TACAGTGTCGCGGATC   1.27509811       1
## AGCTCTCCACCACGTG  -3.34557017       1
## GTGGGTCCATTGAGCT  10.47053957       1
## GGGATGACAGACTCGC  -3.65092807       1
## ACACCAAGTTCGGGCT   5.14879219       1
## TGATTTCAGCTATGCT   1.23120054       1
## TGGCCAGAGAGGGCTT   4.47840018       1
## TCGGTAAGTAAAGTCA   7.48264607       1
## TGAAAGAGTCCCTTGT   5.75532917       1
## CCGTGGATCGTTTATC   0.42559319       1
## GAACCTATCCTCAACC  -5.69093177       1
## GCGCAGTCATCCAACA   3.37677607       1
## ACATGGTTCGCGCCAA   3.75391014       1
## CTTGGCTGTACGCACC  -8.30851167       1
## AGATTGCAGGCCCGTT  -8.83620605       1
## AGGCCGTGTTACGGAG   5.75832235       1
## GGTGTTAGTTAAGATG  -2.00817489       1
## GGAATAATCCTGTAGA   4.13971276       1
## TATTACCGTATTAGCC   1.17733605       1
## ATAACGCGTTAGTGGG  -3.50692765       1
## AAACGGGGTTATCCGA   1.64545336       1
## TGTGGTATCGTTTAGG   3.87820458       1
## ATCACGAGTATGAATG   3.41487553       1
## CAGCAGCTCACCTCGT -10.44154398       1
## CCAATCCGTATTACCG   5.00515791       1
## TTCTACATCACATAGC   6.55028648       1
## TGTCCCATCGTATCAG  -3.51706822       1
## AGCTCTCAGTGTTTGC  -3.44325153       1
## CAACCTCAGTAACCCT   6.43545138       1
## GTGGGTCAGGTAAACT  -0.64842123       1
## TAAGTGCCACGTCAGC   7.28087341       1
## GACCTGGCAGCCACCA  -8.71281307       1
## ACAGCCGCAGGATCGA  -6.90833618       1
## AACTCCCCAGCTCGCA  -3.48441558       1
## GGAAAGCGTCTCTCGT   0.23251375       1
## CGCTTCAAGCAGGTCA   1.46609183       1
## GATCGCGAGAAGGGTA   4.14813503       1
## AAGCCGCCAGGATTGG   2.88993836       1
## ATTGGACGTCGTGGCT   4.28667964       1
## CCCATACCACTAAGTC   7.07868143       1
## TCTCTAATCCCATTTA   5.66378840       1
## TCGTAGAGTGGTACAG  -2.69605685       1
## AAACGGGAGAGACGAA  -2.25437695       1
## GACTACATCACCACCT   9.01486282       1
## GAAACTCAGTTGAGTA  -4.50723060       1
## CCCTCCTTCCTCCTAG   1.29110803       1
## GCGACCATCACGGTTA   5.39959967       1
## TCTCTAAAGAGTCGGT   3.61876677       1
## GGCTCGATCTCACATT  -0.06355014       1
## CTGATAGAGGCAGGTT   6.18298026       1
## CATGCCTAGGAGTTTA   2.49315506       1
## TGGCTGGTCAGCCTAA  -4.58668200       1
## TCAGATGTCGTTACAG  -7.74072556       1
## CAGCTGGGTTATGTGC  -2.77598063       1
## GGAACTTAGTCGTACT  -7.65630497       1
## CCGGGATCACCGGAAA   4.79185561       1
## CCTTCGATCAAAGACA  -5.16949311       1
## CGAGAAGGTATCGCAT   1.23219604       1
## CCTAAAGAGACTGGGT  -8.39922297       1
## CAGATCACATTGGCGC   4.88584554       1
## CTAGCCTAGCTGGAAC   5.83014130       1
## ATTGGTGTCTCGTATT   6.26252206       1
## GGGAATGTCAAAGTAG   2.12691943       1
## CCATGTCCACGGCCAT  -6.39443455       1
## GGCAATTCATATGGTC  -4.46128743       1
## CTGTGCTCATGTCCTC   2.10428535       1
## TTAACTCCAACGCACC   1.95839630       1
## CGAACATAGCGGCTTC  -5.94601457       1
## TCGCGTTAGGCACATG   4.00673550       1
## GGGTTGCCAAACTGCT   4.09198288       1
## ATAAGAGCAGGTGCCT   0.55407994       1
## CGGACACGTATTCGTG   4.91444266       1
## CTGATAGTCACGACTA  -8.04744340       1
## GAACATCGTGAGTATA   2.55620440       1
## TGCTACCAGTGGTCCC   1.52336714       1
## GCTGGGTAGTCTTGCA  -6.99109831       1
## TACGGATGTCTAACGT   3.20282438       1
## TGGGCGTCAATGGATA   1.21547427       1
## CTGCTGTCATTTGCTT   1.81413427       1
## GGGCATCAGCAGCCTC   4.42006712       1
## CGTGAGCAGACTAGAT  -8.24611111       1
## CAGCGACCACACCGAC   6.69669295       1
## CCCAATCCAGTTAACC   6.46831432       1
## CAGCGACTCAGCGACC   0.74564999       1
## GAGCAGAAGCTATGCT   5.40775242       1
## CTCTGGTTCACTTCAT   0.97420778       1
## CGCGTTTCAGCTGTGC   2.72469496       1
## GGACGTCCACCTCGGA  -3.36186641       1
## TAGTTGGAGAGTTGGC  -1.20152036       1
## ATTGGTGTCGGAATCT   0.53841459       1
## GAATGAACACGGCCAT   4.70701237       1
## GTGCATACAAGGTGTG  -3.57461214       1
## GGAATAAGTCGGCACT  -4.38734743       1
## ACCCACTTCCAAAGTC  -4.50665306       1
## ACTATCTCAATTCCTT   7.01717630       1
## AGCATACAGTGGGATC   2.49401762       1

t-SNE + Metadata Plots

tSNE_metadata_plot <- function(var){
  print(paste("t-SNE Metadata plot for ", var))
  # Metadata plot 
  p1 <- TSNEPlot(pbmc, do.return = T,  do.label = T,  group.by = var, pt.size=1,
                 plot.title=paste("Color by ",var), vector.friendly=T) %>%  
     # layout(legend = list(orientation = 'h', xanchor = "center", x = 0.5, y = .999)) 
     
  # t-SNE clusters plot
  p2 <- TSNEPlot(pbmc, do.return = T, do.label = T, pt.size=1,
                 plot.title=paste("Color by Clusters"), vector.friendly=T) %>%  
  layout(legend = list(orientation = 'h', xanchor = "center", x = 0.5, y = .999))  
  #print(plot_grid(ggplotly(p1), ggplotly(p2)))
  fluidPage( 
    fluidRow(
      column(6, p1), column(6, p2) 
    )
  )
}   
# metaVars <- c(dx","mut","Gender","Age")
# 
# for (var in metaVars){
#   print(paste("t-SNE Metadata plot for ",var))
#   # Metadata plot 
#   p1 <- TSNEPlot(pbmc, do.return = T, pt.size = 0.5, group.by = var, do.label = T, 
#                  dark.theme=F, plot.title=paste("Color by ",var))
#   # t-SNE clusters plot
#   p2 <- TSNEPlot(pbmc, do.label = T, do.return = T, pt.size = 0.5, plot.title=paste("Color by t-SNE clusters"))
#   print(plot_grid(p1, p2))
# }   

tSNE Disease

tSNE_metadata_plot("dx") 
## [1] "t-SNE Metadata plot for  dx"
## Error in UseMethod("layout"): no applicable method for 'layout' applied to an object of class "c('gg', 'ggplot')"

Mutations

tSNE_metadata_plot("mut") 
## [1] "t-SNE Metadata plot for  mut"
## Error in UseMethod("layout"): no applicable method for 'layout' applied to an object of class "c('gg', 'ggplot')"

Gender

tSNE_metadata_plot("Gender") 
## [1] "t-SNE Metadata plot for  Gender"
## Error in UseMethod("layout"): no applicable method for 'layout' applied to an object of class "c('gg', 'ggplot')"

Age

tSNE_metadata_plot("Age") 
## [1] "t-SNE Metadata plot for  Age"
## Error in UseMethod("layout"): no applicable method for 'layout' applied to an object of class "c('gg', 'ggplot')"

Cluster Biomarkers

Seurat has several tests for differential expression which can be set with the test.use parameter (see the DE vignette for details). For example, the ROC test returns the ‘classification power’ for any individual marker (ranging from 0 - random, to 1 - perfect).

Shown here: Biomarkers of each cluster vs. all other clusters.

Biomarkers Data

All Biomarkers

# Limit to only top variable genes?: 
# Set arg 'only.pos=F' to capture negative biomarkers
pbmc.markers <- FindAllMarkers(object = pbmc, min.pct = 0.25, thresh.use = 0.25,  only.pos = F,  test.use = "wilcox")
pbmc.markers <- pbmc.markers %>% mutate(FC = 2^avg_logFC)
createDT(pbmc.markers, caption = paste("All Biomarkers: All Clusters"))

Top Biomarkers

topNum = 5
topBiomarkers <- pbmc.markers %>% group_by(cluster) %>% top_n(topNum, avg_logFC)
createDT(pbmc.markers, caption = paste("All Biomarkers: All Clusters"))

Cluster Biomarker: Violin Plots

getTopBiomarker <- function(pbmc.markers, clusterID, topN=1){
  df <-pbmc.markers %>%
    subset(p_val_adj<0.05 & cluster==as.character(clusterID)) %>%
    arrange(desc(avg_logFC))
    top_pct_markers <- df[1:topN,"gene"]
  return(top_pct_markers)
}
# clust1_biomarkers <- getTopBiomarker(pbmc.markers, clusterID=1, topN=2)
# clust2_biomarkers <- getTopBiomarker(pbmc.markers, clusterID=2, topN=2)


### Plot biomarkers 
plotBiomarkers <- function(pbmc, biomarkers, cluster){
  biomarkerPlots <- list()
  for (marker in biomarkers){ 
    p <- VlnPlot(object = pbmc, features.plot = c(marker), y.log=T, return.plotlist=T) 
    biomarkerPlots[[marker]] <- p + ggplot2::aes(alpha=0.5) + xlab( "Cluster") + ylab( "Expression")
  }
  combinedPlot <- do.call(grid.arrange, c(biomarkerPlots, list(ncol=2, top=paste("Top DEG Biomarkers for Cluster",cluster))) ) 

  # biomarkerPlots <- lapply(biomarkers, function(marker) {
  #   VlnPlot(object = pbmc, features.plot = c(marker), y.log=T, return.plotlist=T) %>% + ggplot2::ggtitle(marker) %>% ggplotly() 
  # })    
  # return(subplot(biomarkerPlots) )
}   

top1 <- pbmc.markers %>% group_by(cluster) %>% top_n(1, avg_logFC) 
nCols <- floor( sqrt(length(unique(top1$cluster))) )   
figHeight <- nCols *7

# Plot top 2 biomarker genes for each 
for (clust in unique(pbmc.markers$cluster)){ 
   cat('\n')   
   cat("### Cluster ",clust,"\n") 
   biomarkers <- getTopBiomarker(pbmc.markers, clusterID=clust, topN=2)
   plotBiomarkers(pbmc, biomarkers, clust)  
   cat('\n')   
} 

Cluster 0

Cluster 1

Cluster Biomarker: Volcano Plots

##Construct the plot object
volcanoPlot <- function(DEG_df, caption="", topFC_labeled=5){
  DEG_df$sig<-  ifelse( DEG_df$p_val_adj<0.05 & DEG_df$avg_logFC<1.5, "p_val_adj<0.05",
            ifelse( DEG_df$p_val_adj<0.05  & DEG_df$avg_logFC>1.5, "p_val_adj<0.05 & avg_logFC>1.5",
                "p_val_adj>0.05"
        )) 
  DEG_df <- arrange(DEG_df, desc(sig))
  
  vol <- ggplot(data=DEG_df, aes(x=avg_logFC, y= -log10(p_val_adj))) +
    geom_point(alpha=0.5, size=3, aes(col=sig)) + 
    scale_color_manual(values=list("p_val_adj<0.05"="turquoise3",
                                   "p_val_adj<0.05 & avg_logFC>1.5"="purple", 
                                   "p_val_adj>0.05" = "darkgray")) +
    theme(legend.position = "none") + 
    xlab(expression(paste("Average ",log^{2},"(fold change)"))) +
    ylab(expression(paste(-log^{10},"(p-value)"))) + xlim(-2,2) + 
    ## ggrepl labels
    geom_text_repel(data= arrange(DEG_df,  p_val_adj, desc(avg_logFC))[1:topFC_labeled,], 
                    # filter(DEG_df, avg_logFC>=1.5)[1:10,],
                    aes(label=gene),  color="black", alpha=.5,
                    segment.color="black", segment.alpha=.5  
                    ) +  
    # Lines
    geom_vline(xintercept= -1.5,lty=4, lwd=.3, alpha=.5) + 
    geom_vline(xintercept= 1.5,lty=4, lwd=.3, alpha=.5) +
    geom_hline(yintercept= -log10(0.05),lty=4, lwd=.3, alpha=.5) + 
    ggtitle(caption) 
  print(vol)
}

for (clust in unique(pbmc.markers$cluster)){
   cat('\n')   
   cat("### Cluster ",clust,": Volcano") 
   cap <- paste("Cluster",clust,"DEG Table") 
   DEG_df <- subset(pbmc.markers, cluster==as.character(clust)) %>% arrange(desc(avg_logFC))  
   volcanoPlot(DEG_df, caption = cap)
   createDT(DEG_df, caption = cap)
   cat('\n')   
}
## 
## ### Cluster  0 : Volcano

## 
## 
## ### Cluster  1 : Volcano

Top Biomarker Plot

Biomarkers tSNE

fp <- FeaturePlot(object = pbmc, features.plot = top1$gene, cols.use = c("grey", "purple"), 
    reduction.use = "tsne", nCol = nCols, do.return = T)

Biomarkers Heatmap

top5 <- pbmc.markers %>% group_by(cluster) %>% top_n(5, avg_logFC)
# setting slim.col.label to TRUE will print just the cluster IDS instead of
# every cell name
p <- DoHeatmap(object = pbmc, genes.use = top5$gene, slim.col.label=T, remove.key=T) 
ifelse(interactive, p %>% ggplotly() %>% toWebGL() %>% print(), print(p))

## [[1]]
##                  cell          gene    expression ident
## 1    GTCATTTTCCGCATCT           CFD  0.3048683883     1
## 2    ATAAGAGAGGAGTTGC           CFD  0.2641856840     1
## 3    CATTATCCATGGTCTA           CFD  0.7536857043     0
## 4    CTTAGGAGTGGCGAAT           CFD  0.1539306498     0
## 5    CATCAGAAGCACCGCT           CFD -0.2456560016     0
## 6    GCGGGTTAGTAGCCGA           CFD -0.3300627442     0
## 7    CAGAGAGAGCGCCTTG           CFD  0.1018353597     0
## 8    CTGAAGTCAGACACTT           CFD  0.8340648306     0
## 9    GGACGTCCAGGTGCCT           CFD -0.7863998695     1
## 10   AAAGCAAGTGGTGTAG           CFD -1.7589225367     0
## 11   TCTCATACAGGGCATA           CFD  0.1536905034     0
## 12   AACTCAGGTACTCGCG           CFD  0.0393522789     0
## 13   CACATTTGTGAGTATA           CFD  0.3660059017     0
## 14   ACTTTCAAGGTGTTAA           CFD -0.7362153963     1
## 15   TGCCCATCAGACGCAA           CFD  0.9477649698     0
## 16   CTAAGACCAATGCCAT           CFD  0.2278682547     0
## 17   CGGAGCTCATTTGCTT           CFD -1.6472185502     0
## 18   GAGCAGATCGACGGAA           CFD  0.2463768270     0
## 19   TAAACCGAGATCGATA           CFD -0.5511566763     0
## 20   GTCTCGTGTACATCCA           CFD -0.2793875971     0
## 21   GTATCTTAGACCCACC           CFD -0.1612449859     1
## 22   GAGCAGAAGAGCCTAG           CFD -1.7230661861     1
## 23   GTGCAGCTCACATAGC           CFD  0.4560958621     0
## 24   CCTATTAGTAAACCTC           CFD  0.4665627039     0
## 25   AGAGTGGAGTTTAGGA           CFD -0.4857585630     0
## 26   TACGGGCAGGTGATTA           CFD -0.1165157334     0
## 27   ACTATCTCAATCTACG           CFD  1.0151271614     0
## 28   CGAGCCATCAGGCAAG           CFD  0.3184446394     0
## 29   CGAATGTCAATTGCTG           CFD  0.6712761908     0
## 30   TACGGTATCGTTACGA           CFD -0.4973007093     0
## 31   CTGTGCTCAAGGTGTG           CFD -0.0091204852     0
## 32   CCATGTCGTAACGACG           CFD  0.0238378419     0
## 33   TGCTGCTAGACACTAA           CFD -1.7430435805     0
## 34   ACGGGTCTCGCTTAGA           CFD -0.5920231854     0
## 35   ACGAGGAAGGCTAGCA           CFD  0.5867241345     0
## 36   GCACTCTGTCGGCACT           CFD -0.2727298254     0
## 37   ATCATGGGTTTAAGCC           CFD  0.1837589917     0
## 38   GCATGTAGTAAAGGAG           CFD  0.1453013123     0
## 39   CAACTAGAGTGGGCTA           CFD  0.8954171006     0
## 40   AACACGTCAATCAGAA           CFD -1.6684040739     1
## 41   AAAGTAGGTGTCTGAT           CFD  0.2499303208     1
## 42   CTCATTATCGCTGATA           CFD  0.5498993737     0
## 43   TACTCGCCAACGCACC           CFD  0.3308876605     0
## 44   GGACATTGTCCTGCTT           CFD -1.6123073852     1
## 45   ACTGAACAGAGCTGGT           CFD -0.4365473241     0
## 46   CTCGGGAAGTGCAAGC           CFD  0.0778372572     0
## 47   AGCTCCTAGCATGGCA           CFD  1.6656724201     0
## 48   TATTACCGTCGACTGC           CFD  1.2168764842     0
## 49   GAACGGACATTTCACT           CFD -0.2554050448     0
## 50   CACAAACTCCCGGATG           CFD -0.2618024927     0
## 51   GCTCCTAAGGGAGTAA           CFD  0.3185674822     0
## 52   GACTAACCATCACGTA           CFD -1.6848594344     1
## 53   TACTCGCTCTTAACCT           CFD  1.5276634996     0
## 54   AGGCCGTCAGGAACGT           CFD  0.4114011629     0
## 55   CCACTACAGTGCTGCC           CFD -1.9616351010     0
## 56   ATCCACCCAAGCCGTC           CFD -0.1494670538     0
## 57   GAGTCCGAGACTGTAA           CFD  0.5956322043     0
## 58   AAGCCGCCAGAAGCAC           CFD -1.6319486395     0
## 59   GACACGCCAGATTGCT           CFD  0.4366102132     0
## 60   CGACTTCAGGCTACGA           CFD  0.3401516841     0
## 61   GGGTTGCCAGTAAGCG           CFD  1.2079717190     0
## 62   AGTGAGGGTCAGAATA           CFD  0.8998585072     0
## 63   GATCTAGCAGCCACCA           CFD  0.4096340733     0
## 64   ACGAGGACAAGACGTG           CFD  0.4994294377     0
## 65   CATATGGCAAGCCGCT           CFD  1.2461929121     0
## 66   TTATGCTCAGACGCTC           CFD  1.0701662289     0
## 67   AGTGTCAAGTCGCCGT           CFD  0.3355680643     0
## 68   AAGGCAGGTCTGCCAG           CFD  1.1908729217     0
## 69   TCAGGATAGCCCGAAA           CFD  1.2622494269     0
## 70   CCACTACCACTAGTAC           CFD  0.3831345169     1
## 71   AGCAGCCTCGCCAAAT           CFD -0.3425026952     0
## 72   CTGCCTATCCATGCTC           CFD -0.3945235145     0
## 73   GCTGCAGCATAGTAAG           CFD  0.7198020385     0
## 74   GCGCAGTTCAGTTCGA           CFD -0.3939155072     1
## 75   GGGCATCGTAGCGCTC           CFD -1.6731077286     0
## 76   CTAATGGGTTACGTCA           CFD  1.2588682674     0
## 77   ATTCTACGTTATCGGT           CFD  1.3784633238     0
## 78   GAAATGATCAGCTGGC           CFD -0.3826623301     0
## 79   TGCTACCTCGTCCAGG           CFD  0.2240217282     0
## 80   ACATGGTCACTTACGA           CFD -1.4979731825     0
## 81   ACTTTCAAGCGTTGCC           CFD  1.0165989061     0
## 82   CCTACACGTAAACCTC           CFD -0.2658437889     0
## 83   ATTGGTGAGATCCCAT           CFD  1.1126530774     0
## 84   CCGGGATCACAGACAG           CFD -0.2849414010     0
## 85   CAGTAACTCTCTTGAT           CFD  1.3311866544     0
## 86   ATCTACTCAATAGCGG           CFD  0.3233966057     0
## 87   ACCCACTGTTAAGAAC           CFD -1.5151725140     1
## 88   ACATACGTCTGCTTGC           CFD -0.2889189245     0
## 89   CGTCTACGTTGAACTC           CFD  1.0432032131     0
## 90   ATTATCCCAGCAGTTT           CFD  1.2715059040     0
## 91   GAAACTCTCGTTACGA           CFD  0.5589373918     0
## 92   GATGAAACATCATCCC           CFD  1.4444627363     0
## 93   CACAGTATCTGTCCGT           CFD  0.1030112841     0
## 94   TGAAAGAAGGAGCGAG           CFD -0.2870384179     0
## 95   CCGGTAGAGACCGGAT           CFD  0.6341893960     0
## 96   TGCGGGTTCTAACCGA           CFD -1.7809067333     1
## 97   GGCGACTTCGCGCCAA           CFD -0.2958524706     0
## 98   GGGATGAAGTCGCCGT           CFD  0.7448760471     0
## 99   GATTCAGGTACAGACG           CFD -0.3198698516     0
## 100  TAGACCACAAGAAGAG           CFD  0.2128069245     0
## 101  AATCCAGGTCAGAGGT           CFD -0.2579488010     1
## 102  TGAGCCGCAATGGACG           CFD  0.9875282039     0
## 103  CACATAGGTACTCTCC           CFD  0.5318651046     0
## 104  CATGGCGAGCAATATG           CFD -1.6918145296     1
## 105  CAGTAACGTTATTCTC           CFD -1.7140368143     1
## 106  GCGAGAAGTTCCGTCT           CFD -1.6534604866     0
## 107  TTTACTGGTCCCTTGT           CFD -0.4408924782     1
## 108  ATCATGGCACGAAATA           CFD -1.7012836898     0
## 109  CGCCAAGAGGCAGTCA           CFD -0.1135262900     0
## 110  CGTCCATGTCCAGTAT           CFD  1.2383926337     0
## 111  TGGCGCATCCATTCTA           CFD  1.2845888834     0
## 112  CCCATACGTAGCTTGT           CFD  0.8748727655     0
## 113  GCATGCGGTGCTGTAT           CFD -1.7163456154     0
## 114  TTCTTAGCATGCTAGT           CFD  0.0884006841     0
## 115  TGCGCAGAGTGGACGT           CFD -1.4172628015     1
## 116  ATTATCCGTTGCTCCT           CFD  0.8912578827     0
## 117  AGAATAGAGACTAGGC           CFD  0.9877306418     0
## 118  CCTACACAGCTGCAAG           CFD  0.3369503341     1
## 119  GACAGAGAGTGCTGCC           CFD -0.2285963659     0
## 120  GTTCGGGTCCCAAGAT           CFD  0.7993980630     0
## 121  AGTAGTCGTAAGCACG           CFD -1.7153091284     0
## 122  CTCACACGTACCTACA           CFD -0.0703094964     0
## 123  GCAGTTAAGTGGGTTG           CFD -1.9251178140     0
## 124  GTCAAGTCAGCTCGAC           CFD  0.4648834831     1
## 125  GCTGCGATCCCTAACC           CFD -1.3910502944     1
## 126  GATCGTATCCCTAACC           CFD  0.7307363409     0
## 127  TGAGAGGTCCGTAGTA           CFD  0.4372305831     0
## 128  CTCGTCAGTGCACTTA           CFD  1.6406084587     0
## 129  AGCATACAGCAAATCA           CFD -1.6011786079     0
## 130  TCGGGACGTGTCAATC           CFD -0.2657097730     0
## 131  ATGCGATGTAAACACA           CFD  1.2697840047     0
## 132  CATGACACACAACGTT           CFD  0.7154969548     0
## 133  GCTTGAAGTGCTAGCC           CFD  0.3534524994     0
## 134  TTTGGTTTCTCTTATG           CFD  0.5992130746     0
## 135  ACACCCTGTGAAATCA           CFD  1.0131221040     0
## 136  ATCATGGTCCCTCAGT           CFD  1.3226367550     0
## 137  CCTCTGACAATCAGAA           CFD -0.0691698841     0
## 138  ACATACGAGACACTAA           CFD  0.1950303689     0
## 139  TCACAAGTCCGTAGGC           CFD -1.4069633990     1
## 140  GCAGTTAGTCCAGTGC           CFD -1.6100222683     1
## 141  AGTGAGGGTTACAGAA           CFD -0.1737552268     0
## 142  CACACAAGTAATCACC           CFD  0.7669335839     0
## 143  GATCGCGAGGCTAGAC           CFD  0.2030145686     0
## 144  CTCGTACTCCTTTCGG           CFD -1.8844782135     0
## 145  ATCCACCTCGGCGGTT           CFD  1.3147160538     0
## 146  GAAGCAGAGCTAGTTC           CFD  0.9118063546     0
## 147  CAGTCCTAGTGTCTCA           CFD  0.9222352616     0
## 148  CGCTTCACAATGGATA           CFD -0.3822884892     0
## 149  TCCCGATTCATATCGG           CFD -0.3091970533     0
## 150  TGTGGTACATATACCG           CFD -0.3562834248     0
## 151  TACCTTACACTACAGT           CFD  0.8524669940     1
## 152  GTAGGCCGTCCGTCAG           CFD  1.0340170439     0
## 153  CAGAATCCAATCAGAA           CFD  0.6242523500     0
## 154  GGATTACTCTGTGCAA           CFD -1.5838366379     1
## 155  GTCGTAAGTTTGTTTC           CFD -0.4138361354     0
## 156  GATCGTAAGCCAGTAG           CFD  1.3030925741     0
## 157  GACTACAGTTAAAGAC           CFD  0.4782074531     0
## 158  CATGACACAACACCTA           CFD  0.6797178973     0
## 159  CACCAGGTCACGCGGT           CFD -1.7360701823     0
## 160  GTCTTCGTCTGAGTGT           CFD -0.4458461569     1
## 161  CCTTCGAAGTGGGATC           CFD -0.0602365490     0
## 162  GTGCGGTGTCCTGCTT           CFD  0.4791828982     0
## 163  GTCACAACATGCCTTC           CFD  0.4763452175     1
## 164  CAGAGAGTCAGTCAGT           CFD  0.4163318235     0
## 165  GTGCGGTGTACTCTCC           CFD  0.9786114306     0
## 166  CAGCTAATCAAGATCC           CFD  0.8710237789     1
## 167  CAAGATCGTTGGGACA           CFD  0.8630953744     0
## 168  TTTATGCCATCACAAC           CFD  1.3333524182     0
## 169  CGGTTAATCCCAAGTA           CFD -0.1657902228     0
## 170  TAGCCGGTCCGTAGTA           CFD -0.0942643357     1
## 171  ACGAGCCGTGTTTGTG           CFD  1.0671632880     0
## 172  AGCATACCAAACCCAT           CFD  0.6197686906     0
## 173  GAAATGATCAACACTG           CFD -0.1321469471     0
## 174  TATCTCACATAACCTG           CFD -0.3258734586     0
## 175  CCGTACTCACTTCTGC           CFD  0.4655247216     1
## 176  CTAGAGTTCAGAGGTG           CFD  0.9589413633     0
## 177  CTGATAGCATACAGCT           CFD -1.6281526240     0
## 178  TCGAGGCCACGGTAGA           CFD -1.6937415979     1
## 179  GATCAGTTCACTTATC           CFD -0.4563947605     0
## 180  GTTTCTAAGCCCTAAT           CFD  0.2202459957     0
## 181  CAGCTGGAGGAATTAC           CFD  0.0215568685     1
## 182  AGAGTGGTCGATCCCT           CFD  1.2720151292     0
## 183  CATGGCGCAACTGCTA           CFD  0.8893289440     0
## 184  CTGGTCTGTATATGGA           CFD  0.5624345296     1
## 185  CGTCACTCACAGGAGT           CFD -0.2693407413     0
## 186  AACTGGTTCAACCAAC           CFD -1.4503533851     1
## 187  CCATTCGCAGGGAGAG           CFD  0.7134661515     0
## 188  CATCAGATCTTCAACT           CFD  0.7991996220     0
## 189  GAATGAATCAGGCAAG           CFD  0.1732410854     0
## 190  TGTCCCATCGAATGCT           CFD -0.0356634081     0
## 191  AGTGGGACAGCCAATT           CFD -0.0608604039     0
## 192  AGAGCTTTCACATGCA           CFD  0.4005262168     0
## 193  TGCGGGTTCTGCAGTA           CFD  1.2316354169     0
## 194  GTCGTAAGTCGGCACT           CFD -0.7570883627     0
## 195  CTCGAGGTCGGAGCAA           CFD -1.6172643699     0
## 196  CTACACCAGATGAGAG           CFD  0.9255019851     0
## 197  ACGGCCATCTTACCTA           CFD -0.1572529962     0
## 198  CCCAGTTCACACCGAC           CFD  0.0500804549     1
## 199  TCGGGACTCGGATGGA           CFD -1.5901371553     1
## 200  CATCGGGTCCCGACTT           CFD  0.5462493835     1
## 201  CTTAACTGTAAGGATT           CFD -1.4401140859     0
## 202  AACCATGAGCGTAATA           CFD -1.5045297312     0
## 203  TCAGATGGTCTTCTCG           CFD -0.1459647951     0
## 204  CTCACACTCCCAACGG           CFD -0.0230316551     0
## 205  CCATGTCAGGATGGAA           CFD  0.9679951736     0
## 206  GGGTCTGGTACTTGAC           CFD  0.4674092672     0
## 207  GGAACTTCACAGTCGC           CFD  0.9166965600     0
## 208  GACCTGGCACATCCAA           CFD  0.3110865548     0
## 209  CAGTCCTCAAGACACG           CFD -1.5411072989     1
## 210  AGATCTGCATATGGTC           CFD  1.3870704030     0
## 211  CATCAGAGTATTCTCT           CFD  0.6124786341     0
## 212  TGCACCTTCGATAGAA           CFD  0.4168905218     0
## 213  CCTACACTCCCAAGTA           CFD  1.2964365097     0
## 214  ACTTTCATCGTAGATC           CFD -1.6786458562     1
## 215  TTGCGTCCACCATGTA           CFD  0.9087421279     0
## 216  AAATGCCAGGTGCTAG           CFD  1.0536488595     0
## 217  ATGCGATGTCCATCCT           CFD  0.9072478345     1
## 218  CCAGCGAAGCCACTAT           CFD -1.5470671210     0
## 219  TACTTGTAGTGTACTC           CFD -1.4254799529     0
## 220  AGGGATGTCTCGCTTG           CFD -1.5338815918     1
## 221  TGTCCCAGTATTAGCC           CFD  0.6037110204     0
## 222  TGCTACCTCGCACTCT           CFD -1.2986195535     0
## 223  GTAACGTCAGTATAAG           CFD -1.4001909812     1
## 224  GCGCAACGTTCGTTGA           CFD  0.0274737711     1
## 225  GCGAGAACATGAGCGA           CFD  0.5462037503     1
## 226  TGCCCTAGTGCACCAC           CFD -1.5285875558     1
## 227  CTAGAGTGTAAACACA           CFD -0.2254600736     0
## 228  AGTAGTCCACCGGAAA           CFD -0.2041418109     0
## 229  CATATTCTCAGCGATT           CFD -1.2720893211     0
## 230  GAATGAAGTAACGACG           CFD  0.9713787290     0
## 231  GATCAGTAGTACTTGC           CFD -0.1541202195     0
## 232  CAAGAAACAGGATTGG           CFD -0.1304275837     1
## 233  CCTATTATCAACACTG           CFD  1.2860746115     0
## 234  CAGCAGCTCTGCGGCA           CFD -1.6604329367     0
## 235  ATAAGAGAGCTGCGAA           CFD  0.9235835147     0
## 236  AGATCTGCACCTATCC           CFD  0.0172726105     0
## 237  GACACGCGTAGAGCTG           CFD -0.1448213608     0
## 238  TACACGAAGCTAGGCA           CFD -1.4939066210     0
## 239  AACACGTTCCGAAGAG           CFD  0.3871342364     0
## 240  TTAACTCGTGTAATGA           CFD -0.1444505566     1
## 241  TGGCGCAGTTCAGACT           CFD  0.7003305361     0
## 242  CATCAGAGTCTAGTCA           CFD  0.6241383755     1
## 243  CTAGAGTAGCATGGCA           CFD  0.8103001555     0
## 244  TACGGTAAGCGTGAAC           CFD -0.3179376142     0
## 245  TGACTTTTCGGATGTT           CFD -1.4214822453     1
## 246  CTCACACTCCTACAGA           CFD  0.4947623793     0
## 247  CCGTACTCACTGAAGG           CFD  0.1329420519     0
## 248  ATAACGCGTGGAAAGA           CFD  1.0384297370     0
## 249  GCTTGAAAGCTAGGCA           CFD  0.3428285532     1
## 250  AAGTCTGGTGTTGGGA           CFD  1.6729258264     0
## 251  CGATCGGGTACAGCAG           CFD -0.0581745169     0
## 252  AGTAGTCTCGATGAGG           CFD -1.6498376923     0
## 253  CGACCTTCAGACGCTC           CFD -1.4620236563     1
## 254  GCATACACATGCAACT           CFD  1.2015274206     0
## 255  TCCCGATTCGCAGGCT           CFD -0.3648027355     0
## 256  TTAGGCAAGATCGATA           CFD -1.3811453491     1
## 257  TCGTACCAGGCAAAGA           CFD -0.0633364532     0
## 258  GGATGTTGTATAGGGC           CFD  0.0492836576     0
## 259  AATCCAGCAGAGTGTG           CFD  1.0862373459     0
## 260  CATGCCTCACGGCCAT           CFD -0.0544532434     1
## 261  CTCGAAACACATGACT           CFD  1.4334088754     0
## 262  CTGCCTAGTTGCGTTA           CFD  0.0092232844     0
## 263  GGCGACTAGACAGAGA           CFD  1.0864145947     1
## 264  TACAGTGGTGTAATGA           CFD -1.5146345918     1
## 265  ACGAGCCTCTTATCTG           CFD  1.1711180509     0
## 266  GGGAATGCAAATACAG           CFD -1.5513334795     1
## 267  TGCACCTGTACCGAGA           CFD  1.3479576947     0
## 268  ATCATCTTCAGTCAGT           CFD -0.0008859123     0
## 269  CATATTCGTACAGTTC           CFD  0.1249530934     0
## 270  GCATGATGTTCCACTC           CFD  0.6346762587     0
## 271  AAGGCAGTCACGACTA           CFD -0.2672800125     0
## 272  GAAACTCTCTATCCCG           CFD  0.4537630555     0
## 273  AGCATACTCTGCTGTC           CFD -1.5630153280     1
## 274  TGGGCGTCAGCGTTCG           CFD -0.3072426282     1
## 275  TCGTAGAGTTCGTCTC           CFD -0.3225483855     0
## 276  GACAGAGGTACCGCTG           CFD -1.4064344887     1
## 277  TCTCATACACATAACC           CFD -1.3299297857     0
## 278  TGGGCGTCATTGAGCT           CFD  0.9290770987     0
## 279  CATGACACATGTCTCC           CFD -1.4874293553     0
## 280  GAATAAGGTGCACGAA           CFD -1.3736666898     1
## 281  TGCGCAGCAAGCGAGT           CFD  0.3753438297     0
## 282  CTTCTCTCAGCCAGAA           CFD -0.2068135309     0
## 283  AAGCCGCAGTGGCACA           CFD  0.0980811924     0
## 284  CTCTACGAGTGGACGT           CFD  0.4837366178     0
## 285  GTCATTTTCTATCCCG           CFD  0.9905806828     0
## 286  CGAGCACAGCCACTAT           CFD -1.5456822065     1
## 287  AGTAGTCGTAACGACG           CFD  1.0988996448     0
## 288  GACGTGCAGAGGGATA           CFD  0.1612941480     0
## 289  GTCTTCGTCCAACCAA           CFD  0.4829576615     0
## 290  CAAGGCCTCGCCCTTA           CFD  0.4883954513     0
## 291  TGTGGTACATGGTTGT           CFD -1.6871452625     0
## 292  CCTCAGTTCGAATGCT           CFD -1.2298299343     1
## 293  ACCGTAATCTGAGGGA           CFD  0.0526222871     1
## 294  GTTAAGCCAGTTCATG           CFD  1.7192824560     0
## 295  CTGCCTATCAATCTCT           CFD -1.4549177014     0
## 296  GACGGCTTCTCCAACC           CFD  0.0850742452     0
## 297  TTTCCTCCAGTTCCCT           CFD -1.4694273771     0
## 298  GCGCCAAAGCCCTAAT           CFD  0.7093808168     0
## 299  CCACCTATCCCGACTT           CFD -1.5498688364     1
## 300  TTTATGCCAGGGCATA           CFD -1.6074307925     1
## 301  TACAGTGTCGCGGATC           CFD -1.5727182814     1
## 302  AGCTCTCCACCACGTG           CFD  0.3239288304     0
## 303  GTGGGTCCATTGAGCT           CFD -0.2003178573     1
## 304  GGGATGACAGACTCGC           CFD  0.4193717432     0
## 305  ACACCAAGTTCGGGCT           CFD -1.6973878918     1
## 306  TGATTTCAGCTATGCT           CFD  0.0261140044     1
## 307  TGGCCAGAGAGGGCTT           CFD  0.5531177192     0
## 308  TCGGTAAGTAAAGTCA           CFD  1.7917882440     0
## 309  TGAAAGAGTCCCTTGT           CFD -1.3301909744     1
## 310  CCGTGGATCGTTTATC           CFD -1.2725617424     1
## 311  GAACCTATCCTCAACC           CFD -0.1157963793     0
## 312  GCGCAGTCATCCAACA           CFD -0.0434277639     1
## 313  ACATGGTTCGCGCCAA           CFD -1.3854326041     1
## 314  CTTGGCTGTACGCACC           CFD  1.6082160932     0
## 315  AGATTGCAGGCCCGTT           CFD -0.1566813362     0
## 316  AGGCCGTGTTACGGAG           CFD -0.4019824777     1
## 317  GGTGTTAGTTAAGATG           CFD  0.8441385367     0
## 318  GGAATAATCCTGTAGA           CFD  0.1428599210     1
## 319  TATTACCGTATTAGCC           CFD -1.5297460319     1
## 320  ATAACGCGTTAGTGGG           CFD -1.5404446887     0
## 321  AAACGGGGTTATCCGA           CFD  1.3126605177     0
## 322  TGTGGTATCGTTTAGG           CFD -1.2817697965     1
## 323  ATCACGAGTATGAATG           CFD -0.1611919295     1
## 324  CAGCAGCTCACCTCGT           CFD  0.1038766700     0
## 325  CCAATCCGTATTACCG           CFD  1.0873095199     1
## 326  TTCTACATCACATAGC           CFD  0.6769316954     0
## 327  TGTCCCATCGTATCAG           CFD  0.7716059931     0
## 328  AGCTCTCAGTGTTTGC           CFD  0.6531444113     0
## 329  CAACCTCAGTAACCCT           CFD  1.3625150023     0
## 330  GTGGGTCAGGTAAACT           CFD  0.2785418513     0
## 331  TAAGTGCCACGTCAGC           CFD  1.2588126125     1
## 332  GACCTGGCAGCCACCA           CFD  0.4494779618     0
## 333  ACAGCCGCAGGATCGA           CFD -0.0583209381     0
## 334  AACTCCCCAGCTCGCA           CFD -0.2115553967     0
## 335  GGAAAGCGTCTCTCGT           CFD  1.0693419772     0
## 336  CGCTTCAAGCAGGTCA           CFD  0.6912327087     1
## 337  GATCGCGAGAAGGGTA           CFD -1.4614470964     1
## 338  AAGCCGCCAGGATTGG           CFD -1.5263456003     1
## 339  ATTGGACGTCGTGGCT           CFD  0.8424198502     0
## 340  CCCATACCACTAAGTC           CFD  0.2127991062     0
## 341  TCTCTAATCCCATTTA           CFD -1.2236588644     1
## 342  TCGTAGAGTGGTACAG           CFD -1.5444689499     1
## 343  AAACGGGAGAGACGAA           CFD  1.6426232372     0
## 344  GACTACATCACCACCT           CFD  0.1442468149     0
## 345  GAAACTCAGTTGAGTA           CFD  0.7277901558     0
## 346  CCCTCCTTCCTCCTAG           CFD -1.3863101268     1
## 347  GCGACCATCACGGTTA           CFD -1.8520090743     0
## 348  TCTCTAAAGAGTCGGT           CFD -0.1736116477     1
## 349  GGCTCGATCTCACATT           CFD  0.5452853879     0
## 350  CTGATAGAGGCAGGTT           CFD -0.3006055158     1
## 351  CATGCCTAGGAGTTTA           CFD -0.2702550375     1
## 352  TGGCTGGTCAGCCTAA           CFD  1.3402244034     0
## 353  TCAGATGTCGTTACAG           CFD  0.6538245386     0
## 354  CAGCTGGGTTATGTGC           CFD -1.5939172957     0
## 355  GGAACTTAGTCGTACT           CFD  1.0842021085     0
## 356  CCGGGATCACCGGAAA           CFD  0.1239704202     1
## 357  CCTTCGATCAAAGACA           CFD  0.9539582226     0
## 358  CGAGAAGGTATCGCAT           CFD -1.4128772339     1
## 359  CCTAAAGAGACTGGGT           CFD -0.4127522357     0
## 360  CAGATCACATTGGCGC           CFD -1.5037951788     1
## 361  CTAGCCTAGCTGGAAC           CFD -0.4066476712     1
## 362  ATTGGTGTCTCGTATT           CFD  1.9585134360     0
## 363  GGGAATGTCAAAGTAG           CFD -1.5595331696     1
## 364  CCATGTCCACGGCCAT           CFD  0.6082438988     0
## 365  GGCAATTCATATGGTC           CFD  1.0081079947     0
## 366  CTGTGCTCATGTCCTC           CFD  0.4603276179     0
## 367  TTAACTCCAACGCACC           CFD  0.0921560379     0
## 368  CGAACATAGCGGCTTC           CFD  1.4579300155     0
## 369  TCGCGTTAGGCACATG           CFD -1.3049985936     1
## 370  GGGTTGCCAAACTGCT           CFD  0.1470350287     0
## 371  ATAAGAGCAGGTGCCT           CFD -1.5478380937     1
## 372  CGGACACGTATTCGTG           CFD  1.3702322613     0
## 373  CTGATAGTCACGACTA           CFD  0.7266830837     0
## 374  GAACATCGTGAGTATA           CFD  1.0729171286     0
## 375  TGCTACCAGTGGTCCC           CFD -1.5576262192     0
## 376  GCTGGGTAGTCTTGCA           CFD  1.6425210920     0
## 377  TACGGATGTCTAACGT           CFD  0.2894814393     0
## 378  TGGGCGTCAATGGATA           CFD -1.2430792203     1
## 379  CTGCTGTCATTTGCTT           CFD  1.3484282618     0
## 380  GGGCATCAGCAGCCTC           CFD -1.8856082386     1
## 381  CGTGAGCAGACTAGAT           CFD -1.6644013076     0
## 382  CAGCGACCACACCGAC           CFD  0.1970697724     0
## 383  CCCAATCCAGTTAACC           CFD  1.6433285837     0
## 384  CAGCGACTCAGCGACC           CFD  0.1301039084     0
## 385  GAGCAGAAGCTATGCT           CFD  1.4217043972     0
## 386  CTCTGGTTCACTTCAT           CFD  0.6479846440     0
## 387  CGCGTTTCAGCTGTGC           CFD -1.4651144033     1
## 388  GGACGTCCACCTCGGA           CFD  0.8720028344     0
## 389  TAGTTGGAGAGTTGGC           CFD -1.4867322490     0
## 390  ATTGGTGTCGGAATCT           CFD  1.2070202161     0
## 391  GAATGAACACGGCCAT           CFD  1.0368382846     0
## 392  GTGCATACAAGGTGTG           CFD -1.7405133973     0
## 393  GGAATAAGTCGGCACT           CFD  1.6398858378     0
## 394  ACCCACTTCCAAAGTC           CFD  0.7449459454     0
## 395  ACTATCTCAATTCCTT           CFD  0.1175059111     1
## 396  AGCATACAGTGGGATC           CFD  0.1364238238     0
## 397  GTCATTTTCCGCATCT      RNU1-60P -0.7260587253     1
## 398  ATAAGAGAGGAGTTGC      RNU1-60P  0.0631782510     1
## 399  CATTATCCATGGTCTA      RNU1-60P -0.0507779533     0
## 400  CTTAGGAGTGGCGAAT      RNU1-60P -0.1122316434     0
## 401  CATCAGAAGCACCGCT      RNU1-60P -0.8682214292     0
## 402  GCGGGTTAGTAGCCGA      RNU1-60P -0.4740380022     0
## 403  CAGAGAGAGCGCCTTG      RNU1-60P  0.1262755997     0
## 404  CTGAAGTCAGACACTT      RNU1-60P  0.2272105938     0
## 405  GGACGTCCAGGTGCCT      RNU1-60P -1.3581461204     1
## 406  AAAGCAAGTGGTGTAG      RNU1-60P -0.5006828450     0
## 407  TCTCATACAGGGCATA      RNU1-60P -0.3275054405     0
## 408  AACTCAGGTACTCGCG      RNU1-60P -0.1533670460     0
## 409  CACATTTGTGAGTATA      RNU1-60P -0.0582186591     0
## 410  ACTTTCAAGGTGTTAA      RNU1-60P  0.3765832873     1
## 411  TGCCCATCAGACGCAA      RNU1-60P -0.9515628932     0
## 412  CTAAGACCAATGCCAT      RNU1-60P  0.6887493643     0
## 413  CGGAGCTCATTTGCTT      RNU1-60P  1.0374623904     0
## 414  GAGCAGATCGACGGAA      RNU1-60P -0.3454784434     0
## 415  TAAACCGAGATCGATA      RNU1-60P  0.6508013946     0
## 416  GTCTCGTGTACATCCA      RNU1-60P -1.3884194017     0
## 417  GTATCTTAGACCCACC      RNU1-60P -1.0608783580     1
## 418  GAGCAGAAGAGCCTAG      RNU1-60P  0.5031068579     1
## 419  GTGCAGCTCACATAGC      RNU1-60P  0.7862387096     0
## 420  CCTATTAGTAAACCTC      RNU1-60P  0.4321083770     0
## 421  AGAGTGGAGTTTAGGA      RNU1-60P  0.8672708195     0
## 422  TACGGGCAGGTGATTA      RNU1-60P -0.5132855720     0
## 423  ACTATCTCAATCTACG      RNU1-60P -0.7803464335     0
## 424  CGAGCCATCAGGCAAG      RNU1-60P -0.5409048318     0
## 425  CGAATGTCAATTGCTG      RNU1-60P  0.9737425532     0
## 426  TACGGTATCGTTACGA      RNU1-60P  0.9766975348     0
## 427  CTGTGCTCAAGGTGTG      RNU1-60P -1.9646121178     0
## 428  CCATGTCGTAACGACG      RNU1-60P  0.6659067732     0
## 429  TGCTGCTAGACACTAA      RNU1-60P  0.7841917209     0
## 430  ACGGGTCTCGCTTAGA      RNU1-60P -0.4414708683     0
## 431  ACGAGGAAGGCTAGCA      RNU1-60P  0.4887005952     0
## 432  GCACTCTGTCGGCACT      RNU1-60P  1.7512981522     0
## 433  ATCATGGGTTTAAGCC      RNU1-60P  0.3210389166     0
## 434  GCATGTAGTAAAGGAG      RNU1-60P  0.1411098924     0
## 435  CAACTAGAGTGGGCTA      RNU1-60P  0.1549334730     0
## 436  AACACGTCAATCAGAA      RNU1-60P -0.2813100306     1
## 437  AAAGTAGGTGTCTGAT      RNU1-60P -1.8161066136     1
## 438  CTCATTATCGCTGATA      RNU1-60P -0.4334428753     0
## 439  TACTCGCCAACGCACC      RNU1-60P -0.6518649639     0
## 440  GGACATTGTCCTGCTT      RNU1-60P -1.7954510441     1
## 441  ACTGAACAGAGCTGGT      RNU1-60P  0.7288591395     0
## 442  CTCGGGAAGTGCAAGC      RNU1-60P  1.2051316403     0
## 443  AGCTCCTAGCATGGCA      RNU1-60P  1.1037972242     0
## 444  TATTACCGTCGACTGC      RNU1-60P  0.9570335875     0
## 445  GAACGGACATTTCACT      RNU1-60P  0.6382594407     0
## 446  CACAAACTCCCGGATG      RNU1-60P  1.0238014266     0
## 447  GCTCCTAAGGGAGTAA      RNU1-60P -0.6799970560     0
## 448  GACTAACCATCACGTA      RNU1-60P -1.8310900392     1
## 449  TACTCGCTCTTAACCT      RNU1-60P  0.3574081369     0
## 450  AGGCCGTCAGGAACGT      RNU1-60P -1.6861196387     0
## 451  CCACTACAGTGCTGCC      RNU1-60P -1.9328183248     0
## 452  ATCCACCCAAGCCGTC      RNU1-60P -0.0417071793     0
## 453  GAGTCCGAGACTGTAA      RNU1-60P -1.7516040797     0
## 454  AAGCCGCCAGAAGCAC      RNU1-60P  0.8476485935     0
## 455  GACACGCCAGATTGCT      RNU1-60P -0.7500642082     0
## 456  CGACTTCAGGCTACGA      RNU1-60P  1.1554663877     0
## 457  GGGTTGCCAGTAAGCG      RNU1-60P  0.2603161975     0
## 458  AGTGAGGGTCAGAATA      RNU1-60P -1.7305779776     0
## 459  GATCTAGCAGCCACCA      RNU1-60P -1.6717106785     0
## 460  ACGAGGACAAGACGTG      RNU1-60P -0.2125449175     0
## 461  CATATGGCAAGCCGCT      RNU1-60P  0.2012475866     0
## 462  TTATGCTCAGACGCTC      RNU1-60P  1.0803578776     0
## 463  AGTGTCAAGTCGCCGT      RNU1-60P  0.2304754393     0
## 464  AAGGCAGGTCTGCCAG      RNU1-60P  0.2465882657     0
## 465  TCAGGATAGCCCGAAA      RNU1-60P -0.1717044092     0
## 466  CCACTACCACTAGTAC      RNU1-60P -0.6069955546     1
## 467  AGCAGCCTCGCCAAAT      RNU1-60P -1.7443260778     0
## 468  CTGCCTATCCATGCTC      RNU1-60P -0.1615353495     0
## 469  GCTGCAGCATAGTAAG      RNU1-60P -0.1354385794     0
## 470  GCGCAGTTCAGTTCGA      RNU1-60P -1.7639969417     1
## 471  GGGCATCGTAGCGCTC      RNU1-60P  0.0745808826     0
## 472  CTAATGGGTTACGTCA      RNU1-60P  0.8858978041     0
## 473  ATTCTACGTTATCGGT      RNU1-60P  1.1268656833     0
## 474  GAAATGATCAGCTGGC      RNU1-60P -1.7910762756     0
## 475  TGCTACCTCGTCCAGG      RNU1-60P -0.1860844622     0
## 476  ACATGGTCACTTACGA      RNU1-60P  0.7945391422     0
## 477  ACTTTCAAGCGTTGCC      RNU1-60P  0.6338015460     0
## 478  CCTACACGTAAACCTC      RNU1-60P  1.0227389077     0
## 479  ATTGGTGAGATCCCAT      RNU1-60P -1.8713501143     0
## 480  CCGGGATCACAGACAG      RNU1-60P  0.6462591069     0
## 481  CAGTAACTCTCTTGAT      RNU1-60P  0.5629867804     0
## 482  ATCTACTCAATAGCGG      RNU1-60P  1.0694643410     0
## 483  ACCCACTGTTAAGAAC      RNU1-60P -0.0134248278     1
## 484  ACATACGTCTGCTTGC      RNU1-60P  0.2936126122     0
## 485  CGTCTACGTTGAACTC      RNU1-60P  0.1689398222     0
## 486  ATTATCCCAGCAGTTT      RNU1-60P -0.1475797621     0
## 487  GAAACTCTCGTTACGA      RNU1-60P  0.9069389427     0
## 488  GATGAAACATCATCCC      RNU1-60P -0.5110106755     0
## 489  CACAGTATCTGTCCGT      RNU1-60P  0.8967217429     0
## 490  TGAAAGAAGGAGCGAG      RNU1-60P -1.6875817552     0
## 491  CCGGTAGAGACCGGAT      RNU1-60P -1.7856413654     0
## 492  TGCGGGTTCTAACCGA      RNU1-60P -0.2319513190     1
## 493  GGCGACTTCGCGCCAA      RNU1-60P  1.1391243719     0
## 494  GGGATGAAGTCGCCGT      RNU1-60P  0.5238915408     0
## 495  GATTCAGGTACAGACG      RNU1-60P  1.1541911681     0
## 496  TAGACCACAAGAAGAG      RNU1-60P  0.5439713665     0
## 497  AATCCAGGTCAGAGGT      RNU1-60P -0.6066028584     1
## 498  TGAGCCGCAATGGACG      RNU1-60P  1.0500883701     0
## 499  CACATAGGTACTCTCC      RNU1-60P  1.3727579829     0
## 500  CATGGCGAGCAATATG      RNU1-60P -1.7410906244     1
## 501  CAGTAACGTTATTCTC      RNU1-60P -0.4765134117     1
## 502  GCGAGAAGTTCCGTCT      RNU1-60P  0.6849032388     0
## 503  TTTACTGGTCCCTTGT      RNU1-60P  0.0695819411     1
## 504  ATCATGGCACGAAATA      RNU1-60P  0.9264828231     0
## 505  CGCCAAGAGGCAGTCA      RNU1-60P -0.4455184344     0
## 506  CGTCCATGTCCAGTAT      RNU1-60P  0.5496693882     0
## 507  TGGCGCATCCATTCTA      RNU1-60P -0.5889761107     0
## 508  CCCATACGTAGCTTGT      RNU1-60P -0.1342399387     0
## 509  GCATGCGGTGCTGTAT      RNU1-60P  0.7837218868     0
## 510  TTCTTAGCATGCTAGT      RNU1-60P  0.7715439169     0
## 511  TGCGCAGAGTGGACGT      RNU1-60P -1.5659499207     1
## 512  ATTATCCGTTGCTCCT      RNU1-60P  0.2019808892     0
## 513  AGAATAGAGACTAGGC      RNU1-60P  0.1799877437     0
## 514  CCTACACAGCTGCAAG      RNU1-60P -0.6045147066     1
## 515  GACAGAGAGTGCTGCC      RNU1-60P  0.7124288694     0
## 516  GTTCGGGTCCCAAGAT      RNU1-60P  0.4467381739     0
## 517  AGTAGTCGTAAGCACG      RNU1-60P  0.1508492713     0
## 518  CTCACACGTACCTACA      RNU1-60P  0.6013658703     0
## 519  GCAGTTAAGTGGGTTG      RNU1-60P  0.1395360238     0
## 520  GTCAAGTCAGCTCGAC      RNU1-60P -0.6767115334     1
## 521  GCTGCGATCCCTAACC      RNU1-60P -1.5842023912     1
## 522  GATCGTATCCCTAACC      RNU1-60P  1.6574477075     0
## 523  TGAGAGGTCCGTAGTA      RNU1-60P  0.5449907519     0
## 524  CTCGTCAGTGCACTTA      RNU1-60P  1.0698862883     0
## 525  AGCATACAGCAAATCA      RNU1-60P  0.8337151962     0
## 526  TCGGGACGTGTCAATC      RNU1-60P  0.4348136066     0
## 527  ATGCGATGTAAACACA      RNU1-60P  1.3142725016     0
## 528  CATGACACACAACGTT      RNU1-60P  0.2200319794     0
## 529  GCTTGAAGTGCTAGCC      RNU1-60P -0.1915361269     0
## 530  TTTGGTTTCTCTTATG      RNU1-60P -0.1968757037     0
## 531  ACACCCTGTGAAATCA      RNU1-60P -0.5239162159     0
## 532  ATCATGGTCCCTCAGT      RNU1-60P  1.9470313325     0
## 533  CCTCTGACAATCAGAA      RNU1-60P  0.7187210416     0
## 534  ACATACGAGACACTAA      RNU1-60P  1.0149829768     0
## 535  TCACAAGTCCGTAGGC      RNU1-60P -1.5254333179     1
## 536  GCAGTTAGTCCAGTGC      RNU1-60P -0.5352999364     1
## 537  AGTGAGGGTTACAGAA      RNU1-60P -0.3936973717     0
## 538  CACACAAGTAATCACC      RNU1-60P  1.7027119156     0
## 539  GATCGCGAGGCTAGAC      RNU1-60P  0.9805863018     0
## 540  CTCGTACTCCTTTCGG      RNU1-60P -0.0858931547     0
## 541  ATCCACCTCGGCGGTT      RNU1-60P -1.5487364356     0
## 542  GAAGCAGAGCTAGTTC      RNU1-60P  1.5032175963     0
## 543  CAGTCCTAGTGTCTCA      RNU1-60P -1.6610419874     0
## 544  CGCTTCACAATGGATA      RNU1-60P  1.0895836339     0
## 545  TCCCGATTCATATCGG      RNU1-60P  1.3732952274     0
## 546  TGTGGTACATATACCG      RNU1-60P  0.5109422503     0
## 547  TACCTTACACTACAGT      RNU1-60P -1.5934896619     1
## 548  GTAGGCCGTCCGTCAG      RNU1-60P  0.3283088834     0
## 549  CAGAATCCAATCAGAA      RNU1-60P -0.1020189035     0
## 550  GGATTACTCTGTGCAA      RNU1-60P -0.5302134289     1
## 551  GTCGTAAGTTTGTTTC      RNU1-60P -0.6144366368     0
## 552  GATCGTAAGCCAGTAG      RNU1-60P  1.3926000457     0
## 553  GACTACAGTTAAAGAC      RNU1-60P  1.4230944210     0
## 554  CATGACACAACACCTA      RNU1-60P  1.2317928224     0
## 555  CACCAGGTCACGCGGT      RNU1-60P  0.0458004438     0
## 556  GTCTTCGTCTGAGTGT      RNU1-60P  0.2805825568     1
## 557  CCTTCGAAGTGGGATC      RNU1-60P  1.3219722339     0
## 558  GTGCGGTGTCCTGCTT      RNU1-60P  1.4099198538     0
## 559  GTCACAACATGCCTTC      RNU1-60P -0.4052622938     1
## 560  CAGAGAGTCAGTCAGT      RNU1-60P -0.4737077167     0
## 561  GTGCGGTGTACTCTCC      RNU1-60P  0.8576292055     0
## 562  CAGCTAATCAAGATCC      RNU1-60P  0.8428769065     1
## 563  CAAGATCGTTGGGACA      RNU1-60P  0.5995075032     0
## 564  TTTATGCCATCACAAC      RNU1-60P  0.4166411308     0
## 565  CGGTTAATCCCAAGTA      RNU1-60P -0.5030225962     0
## 566  TAGCCGGTCCGTAGTA      RNU1-60P  0.7129220150     1
## 567  ACGAGCCGTGTTTGTG      RNU1-60P  0.6459333817     0
## 568  AGCATACCAAACCCAT      RNU1-60P  0.6882014266     0
## 569  GAAATGATCAACACTG      RNU1-60P  0.8718556065     0
## 570  TATCTCACATAACCTG      RNU1-60P  0.8602604907     0
## 571  CCGTACTCACTTCTGC      RNU1-60P -1.5261322639     1
## 572  CTAGAGTTCAGAGGTG      RNU1-60P  0.5345906212     0
## 573  CTGATAGCATACAGCT      RNU1-60P  1.0141939306     0
## 574  TCGAGGCCACGGTAGA      RNU1-60P  0.8025487092     1
## 575  GATCAGTTCACTTATC      RNU1-60P  0.9416354811     0
## 576  GTTTCTAAGCCCTAAT      RNU1-60P  0.7713873520     0
## 577  CAGCTGGAGGAATTAC      RNU1-60P -0.3179112121     1
## 578  AGAGTGGTCGATCCCT      RNU1-60P  1.4100474882     0
## 579  CATGGCGCAACTGCTA      RNU1-60P  0.7837782171     0
## 580  CTGGTCTGTATATGGA      RNU1-60P  0.4753771596     1
## 581  CGTCACTCACAGGAGT      RNU1-60P -0.0147427177     0
## 582  AACTGGTTCAACCAAC      RNU1-60P -1.5127841192     1
## 583  CCATTCGCAGGGAGAG      RNU1-60P  0.6559291312     0
## 584  CATCAGATCTTCAACT      RNU1-60P  0.6383859134     0
## 585  GAATGAATCAGGCAAG      RNU1-60P  0.7767177971     0
## 586  TGTCCCATCGAATGCT      RNU1-60P  0.7161548258     0
## 587  AGTGGGACAGCCAATT      RNU1-60P -1.5127303373     0
## 588  AGAGCTTTCACATGCA      RNU1-60P  0.1107882003     0
## 589  TGCGGGTTCTGCAGTA      RNU1-60P  0.9307054157     0
## 590  GTCGTAAGTCGGCACT      RNU1-60P -1.9207439938     0
## 591  CTCGAGGTCGGAGCAA      RNU1-60P -1.5900999344     0
## 592  CTACACCAGATGAGAG      RNU1-60P -1.4928469268     0
## 593  ACGGCCATCTTACCTA      RNU1-60P -0.3773324970     0
## 594  CCCAGTTCACACCGAC      RNU1-60P  1.1420954748     1
## 595  TCGGGACTCGGATGGA      RNU1-60P  0.7937895945     1
## 596  CATCGGGTCCCGACTT      RNU1-60P  1.7719322683     1
## 597  CTTAACTGTAAGGATT      RNU1-60P -1.4535481353     0
## 598  AACCATGAGCGTAATA      RNU1-60P  0.7427986962     0
## 599  TCAGATGGTCTTCTCG      RNU1-60P  0.8858204801     0
## 600  CTCACACTCCCAACGG      RNU1-60P  0.2666455329     0
## 601  CCATGTCAGGATGGAA      RNU1-60P  1.4190283351     0
## 602  GGGTCTGGTACTTGAC      RNU1-60P  0.6652479524     0
## 603  GGAACTTCACAGTCGC      RNU1-60P  1.0840912464     0
## 604  GACCTGGCACATCCAA      RNU1-60P -0.4314171574     0
## 605  CAGTCCTCAAGACACG      RNU1-60P  0.5447274906     1
## 606  AGATCTGCATATGGTC      RNU1-60P  0.8298141117     0
## 607  CATCAGAGTATTCTCT      RNU1-60P  0.9958458992     0
## 608  TGCACCTTCGATAGAA      RNU1-60P  0.8368704179     0
## 609  CCTACACTCCCAAGTA      RNU1-60P  0.6022849185     0
## 610  ACTTTCATCGTAGATC      RNU1-60P -0.4999001734     1
## 611  TTGCGTCCACCATGTA      RNU1-60P -0.3481979547     0
## 612  AAATGCCAGGTGCTAG      RNU1-60P  0.2152249494     0
## 613  ATGCGATGTCCATCCT      RNU1-60P -1.5049175118     1
## 614  CCAGCGAAGCCACTAT      RNU1-60P  0.2141775213     0
## 615  TACTTGTAGTGTACTC      RNU1-60P  0.0967977412     0
## 616  AGGGATGTCTCGCTTG      RNU1-60P -0.2776277941     1
## 617  TGTCCCAGTATTAGCC      RNU1-60P  0.1643979789     0
## 618  TGCTACCTCGCACTCT      RNU1-60P  1.0466941421     0
## 619  GTAACGTCAGTATAAG      RNU1-60P -1.4638627557     1
## 620  GCGCAACGTTCGTTGA      RNU1-60P -1.4577653051     1
## 621  GCGAGAACATGAGCGA      RNU1-60P -1.4989973861     1
## 622  TGCCCTAGTGCACCAC      RNU1-60P -0.3485032874     1
## 623  CTAGAGTGTAAACACA      RNU1-60P  1.7889002198     0
## 624  AGTAGTCCACCGGAAA      RNU1-60P  0.8723397088     0
## 625  CATATTCTCAGCGATT      RNU1-60P -0.1488906783     0
## 626  GAATGAAGTAACGACG      RNU1-60P -0.4015459717     0
## 627  GATCAGTAGTACTTGC      RNU1-60P -0.3475375202     0
## 628  CAAGAAACAGGATTGG      RNU1-60P -1.5172009838     1
## 629  CCTATTATCAACACTG      RNU1-60P  0.0350334569     0
## 630  CAGCAGCTCTGCGGCA      RNU1-60P -1.5493693287     0
## 631  ATAAGAGAGCTGCGAA      RNU1-60P  0.1468041168     0
## 632  AGATCTGCACCTATCC      RNU1-60P -0.2575791380     0
## 633  GACACGCGTAGAGCTG      RNU1-60P -0.3562551049     0
## 634  TACACGAAGCTAGGCA      RNU1-60P -1.4870586921     0
## 635  AACACGTTCCGAAGAG      RNU1-60P  0.0552134053     0
## 636  TTAACTCGTGTAATGA      RNU1-60P -1.5807809731     1
## 637  TGGCGCAGTTCAGACT      RNU1-60P  1.2256154309     0
## 638  CATCAGAGTCTAGTCA      RNU1-60P -0.2774974665     1
## 639  CTAGAGTAGCATGGCA      RNU1-60P  0.3502699927     0
## 640  TACGGTAAGCGTGAAC      RNU1-60P -1.5936953710     0
## 641  TGACTTTTCGGATGTT      RNU1-60P -0.2162506936     1
## 642  CTCACACTCCTACAGA      RNU1-60P -1.5116430315     0
## 643  CCGTACTCACTGAAGG      RNU1-60P  1.2144614676     0
## 644  ATAACGCGTGGAAAGA      RNU1-60P  1.3082817246     0
## 645  GCTTGAAAGCTAGGCA      RNU1-60P -1.6127281908     1
## 646  AAGTCTGGTGTTGGGA      RNU1-60P -0.2943335494     0
## 647  CGATCGGGTACAGCAG      RNU1-60P  0.9819241040     0
## 648  AGTAGTCTCGATGAGG      RNU1-60P  0.1231636647     0
## 649  CGACCTTCAGACGCTC      RNU1-60P  0.1317797726     1
## 650  GCATACACATGCAACT      RNU1-60P -1.4778879250     0
## 651  TCCCGATTCGCAGGCT      RNU1-60P -1.6025048797     0
## 652  TTAGGCAAGATCGATA      RNU1-60P -1.5116884865     1
## 653  TCGTACCAGGCAAAGA      RNU1-60P  0.4999638851     0
## 654  GGATGTTGTATAGGGC      RNU1-60P  0.9530517605     0
## 655  AATCCAGCAGAGTGTG      RNU1-60P  1.7600451629     0
## 656  CATGCCTCACGGCCAT      RNU1-60P -0.1983684092     1
## 657  CTCGAAACACATGACT      RNU1-60P  0.6979035945     0
## 658  CTGCCTAGTTGCGTTA      RNU1-60P  1.2177562803     0
## 659  GGCGACTAGACAGAGA      RNU1-60P  0.7551503576     1
## 660  TACAGTGGTGTAATGA      RNU1-60P -0.2564414941     1
## 661  ACGAGCCTCTTATCTG      RNU1-60P  0.6706317358     0
## 662  GGGAATGCAAATACAG      RNU1-60P -1.4682263247     1
## 663  TGCACCTGTACCGAGA      RNU1-60P  0.8293237317     0
## 664  ATCATCTTCAGTCAGT      RNU1-60P  0.2782145888     0
## 665  CATATTCGTACAGTTC      RNU1-60P  0.6667425865     0
## 666  GCATGATGTTCCACTC      RNU1-60P  0.2595854486     0
## 667  AAGGCAGTCACGACTA      RNU1-60P  0.9066110112     0
## 668  GAAACTCTCTATCCCG      RNU1-60P -1.5366957657     0
## 669  AGCATACTCTGCTGTC      RNU1-60P  0.5008075872     1
## 670  TGGGCGTCAGCGTTCG      RNU1-60P  1.1976753920     1
## 671  TCGTAGAGTTCGTCTC      RNU1-60P  0.9332388507     0
## 672  GACAGAGGTACCGCTG      RNU1-60P -1.3950833453     1
## 673  TCTCATACACATAACC      RNU1-60P -0.2962121544     0
## 674  TGGGCGTCATTGAGCT      RNU1-60P  0.4506042408     0
## 675  CATGACACATGTCTCC      RNU1-60P  1.0704551160     0
## 676  GAATAAGGTGCACGAA      RNU1-60P -1.4458782719     1
## 677  TGCGCAGCAAGCGAGT      RNU1-60P  1.2905867842     0
## 678  CTTCTCTCAGCCAGAA      RNU1-60P  1.1496302465     0
## 679  AAGCCGCAGTGGCACA      RNU1-60P -1.3896341973     0
## 680  CTCTACGAGTGGACGT      RNU1-60P -1.4827426547     0
## 681  GTCATTTTCTATCCCG      RNU1-60P -1.4393253564     0
## 682  CGAGCACAGCCACTAT      RNU1-60P -1.4404641657     1
## 683  AGTAGTCGTAACGACG      RNU1-60P  0.9114897748     0
## 684  GACGTGCAGAGGGATA      RNU1-60P  0.2646249677     0
## 685  GTCTTCGTCCAACCAA      RNU1-60P -0.3355295954     0
## 686  CAAGGCCTCGCCCTTA      RNU1-60P  1.3878428901     0
## 687  TGTGGTACATGGTTGT      RNU1-60P -0.2358871871     0
## 688  CCTCAGTTCGAATGCT      RNU1-60P -1.3250940519     1
## 689  ACCGTAATCTGAGGGA      RNU1-60P -1.3958154246     1
## 690  GTTAAGCCAGTTCATG      RNU1-60P  0.2453809449     0
## 691  CTGCCTATCAATCTCT      RNU1-60P -1.4281287641     0
## 692  GACGGCTTCTCCAACC      RNU1-60P -1.4014101954     0
## 693  TTTCCTCCAGTTCCCT      RNU1-60P  0.9453499418     0
## 694  GCGCCAAAGCCCTAAT      RNU1-60P  0.6427472868     0
## 695  CCACCTATCCCGACTT      RNU1-60P  0.2989518596     1
## 696  TTTATGCCAGGGCATA      RNU1-60P  0.5260888808     1
## 697  TACAGTGTCGCGGATC      RNU1-60P -1.4416142846     1
## 698  AGCTCTCCACCACGTG      RNU1-60P  0.4854691645     0
## 699  GTGGGTCCATTGAGCT      RNU1-60P -1.5476834443     1
## 700  GGGATGACAGACTCGC      RNU1-60P  0.7708676823     0
## 701  ACACCAAGTTCGGGCT      RNU1-60P -0.3501285694     1
## 702  TGATTTCAGCTATGCT      RNU1-60P -1.4368809708     1
## 703  TGGCCAGAGAGGGCTT      RNU1-60P -0.3013660253     0
## 704  TCGGTAAGTAAAGTCA      RNU1-60P  0.9574681347     0
## 705  TGAAAGAGTCCCTTGT      RNU1-60P -1.3795838128     1
## 706  CCGTGGATCGTTTATC      RNU1-60P -0.0104880386     1
## 707  GAACCTATCCTCAACC      RNU1-60P  0.2035087599     0
## 708  GCGCAGTCATCCAACA      RNU1-60P -0.2249627906     1
## 709  ACATGGTTCGCGCCAA      RNU1-60P -0.2035249875     1
## 710  CTTGGCTGTACGCACC      RNU1-60P  0.3198540493     0
## 711  AGATTGCAGGCCCGTT      RNU1-60P  0.4652148838     0
## 712  AGGCCGTGTTACGGAG      RNU1-60P -0.3914906148     1
## 713  GGTGTTAGTTAAGATG      RNU1-60P  1.1818110667     0
## 714  GGAATAATCCTGTAGA      RNU1-60P -1.3820326368     1
## 715  TATTACCGTATTAGCC      RNU1-60P -1.4357073655     1
## 716  ATAACGCGTTAGTGGG      RNU1-60P -0.2136822011     0
## 717  AAACGGGGTTATCCGA      RNU1-60P -1.4045628853     0
## 718  TGTGGTATCGTTTAGG      RNU1-60P -1.3350947796     1
## 719  ATCACGAGTATGAATG      RNU1-60P  0.3255186596     1
## 720  CAGCAGCTCACCTCGT      RNU1-60P  1.8331983120     0
## 721  CCAATCCGTATTACCG      RNU1-60P -0.1583490248     1
## 722  TTCTACATCACATAGC      RNU1-60P  0.4224682411     0
## 723  TGTCCCATCGTATCAG      RNU1-60P -1.5288364260     0
## 724  AGCTCTCAGTGTTTGC      RNU1-60P  0.6845905955     0
## 725  CAACCTCAGTAACCCT      RNU1-60P -0.2799855676     0
## 726  GTGGGTCAGGTAAACT      RNU1-60P  0.4288187967     0
## 727  TAAGTGCCACGTCAGC      RNU1-60P -0.2932996370     1
## 728  GACCTGGCAGCCACCA      RNU1-60P  1.6995789573     0
## 729  ACAGCCGCAGGATCGA      RNU1-60P  0.7926558454     0
## 730  AACTCCCCAGCTCGCA      RNU1-60P  0.5285553155     0
## 731  GGAAAGCGTCTCTCGT      RNU1-60P  1.3597830761     0
## 732  CGCTTCAAGCAGGTCA      RNU1-60P  0.9140570933     1
## 733  GATCGCGAGAAGGGTA      RNU1-60P -1.4087252394     1
## 734  AAGCCGCCAGGATTGG      RNU1-60P -1.4433885409     1
## 735  ATTGGACGTCGTGGCT      RNU1-60P  1.1031755452     0
## 736  CCCATACCACTAAGTC      RNU1-60P -1.3079159989     0
## 737  TCTCTAATCCCATTTA      RNU1-60P  0.7918870643     1
## 738  TCGTAGAGTGGTACAG      RNU1-60P -0.3022269780     1
## 739  AAACGGGAGAGACGAA      RNU1-60P  1.2329974758     0
## 740  GACTACATCACCACCT      RNU1-60P -1.3598908337     0
## 741  GAAACTCAGTTGAGTA      RNU1-60P -0.0888510534     0
## 742  CCCTCCTTCCTCCTAG      RNU1-60P  0.2254905026     1
## 743  GCGACCATCACGGTTA      RNU1-60P -0.1121988027     0
## 744  TCTCTAAAGAGTCGGT      RNU1-60P -1.5700704096     1
## 745  GGCTCGATCTCACATT      RNU1-60P -0.4885423633     0
## 746  CTGATAGAGGCAGGTT      RNU1-60P -1.5778947469     1
## 747  CATGCCTAGGAGTTTA      RNU1-60P -1.5775825100     1
## 748  TGGCTGGTCAGCCTAA      RNU1-60P  0.7151188101     0
## 749  TCAGATGTCGTTACAG      RNU1-60P  0.6138833428     0
## 750  CAGCTGGGTTATGTGC      RNU1-60P -0.1742770304     0
## 751  GGAACTTAGTCGTACT      RNU1-60P  2.1427936511     0
## 752  CCGGGATCACCGGAAA      RNU1-60P  1.6941373605     1
## 753  CCTTCGATCAAAGACA      RNU1-60P  1.1946354684     0
## 754  CGAGAAGGTATCGCAT      RNU1-60P -1.4027811811     1
## 755  CCTAAAGAGACTGGGT      RNU1-60P  0.8747426804     0
## 756  CAGATCACATTGGCGC      RNU1-60P -0.1599634619     1
## 757  CTAGCCTAGCTGGAAC      RNU1-60P -1.6078571902     1
## 758  ATTGGTGTCTCGTATT      RNU1-60P -1.3011835463     0
## 759  GGGAATGTCAAAGTAG      RNU1-60P -1.4683321261     1
## 760  CCATGTCCACGGCCAT      RNU1-60P -0.1978834812     0
## 761  GGCAATTCATATGGTC      RNU1-60P -0.3445379924     0
## 762  CTGTGCTCATGTCCTC      RNU1-60P -1.5265482981     0
## 763  TTAACTCCAACGCACC      RNU1-60P  0.4062747770     0
## 764  CGAACATAGCGGCTTC      RNU1-60P  1.9891978594     0
## 765  TCGCGTTAGGCACATG      RNU1-60P -1.4108931287     1
## 766  GGGTTGCCAAACTGCT      RNU1-60P  1.4806238441     0
## 767  ATAAGAGCAGGTGCCT      RNU1-60P -1.4750247427     1
## 768  CGGACACGTATTCGTG      RNU1-60P -1.2135102213     0
## 769  CTGATAGTCACGACTA      RNU1-60P -0.3234535125     0
## 770  GAACATCGTGAGTATA      RNU1-60P  0.6538633132     0
## 771  TGCTACCAGTGGTCCC      RNU1-60P  0.6215196778     0
## 772  GCTGGGTAGTCTTGCA      RNU1-60P  1.2669176429     0
## 773  TACGGATGTCTAACGT      RNU1-60P  0.7910400430     0
## 774  TGGGCGTCAATGGATA      RNU1-60P -0.1390053076     1
## 775  CTGCTGTCATTTGCTT      RNU1-60P  0.4387862307     0
## 776  GGGCATCAGCAGCCTC      RNU1-60P -1.5914468890     1
## 777  CGTGAGCAGACTAGAT      RNU1-60P  1.0828235834     0
## 778  CAGCGACCACACCGAC      RNU1-60P -1.3083727464     0
## 779  CCCAATCCAGTTAACC      RNU1-60P -1.3703488613     0
## 780  CAGCGACTCAGCGACC      RNU1-60P -0.1494925305     0
## 781  GAGCAGAAGCTATGCT      RNU1-60P -1.3630596527     0
## 782  CTCTGGTTCACTTCAT      RNU1-60P -0.5413996454     0
## 783  CGCGTTTCAGCTGTGC      RNU1-60P -1.4498516640     1
## 784  GGACGTCCACCTCGGA      RNU1-60P  1.2879837415     0
## 785  TAGTTGGAGAGTTGGC      RNU1-60P  0.3480466865     0
## 786  ATTGGTGTCGGAATCT      RNU1-60P  0.9796699938     0
## 787  GAATGAACACGGCCAT      RNU1-60P -1.4055419554     0
## 788  GTGCATACAAGGTGTG      RNU1-60P  0.1585531948     0
## 789  GGAATAAGTCGGCACT      RNU1-60P -0.0126130793     0
## 790  ACCCACTTCCAAAGTC      RNU1-60P  1.6477917894     0
## 791  ACTATCTCAATTCCTT      RNU1-60P -0.0703790377     1
## 792  AGCATACAGTGGGATC      RNU1-60P  0.8055534611     0
## 793  GTCATTTTCCGCATCT      RNVU1-14 -0.2720149373     1
## 794  ATAAGAGAGGAGTTGC      RNVU1-14 -0.2821396805     1
## 795  CATTATCCATGGTCTA      RNVU1-14  0.0168137133     0
## 796  CTTAGGAGTGGCGAAT      RNVU1-14 -0.6261407348     0
## 797  CATCAGAAGCACCGCT      RNVU1-14 -0.0763736741     0
## 798  GCGGGTTAGTAGCCGA      RNVU1-14  0.0460114511     0
## 799  CAGAGAGAGCGCCTTG      RNVU1-14 -1.6690792411     0
## 800  CTGAAGTCAGACACTT      RNVU1-14  1.6421127749     0
## 801  GGACGTCCAGGTGCCT      RNVU1-14  0.4663102010     1
## 802  AAAGCAAGTGGTGTAG      RNVU1-14 -1.4410417550     0
## 803  TCTCATACAGGGCATA      RNVU1-14  0.1561720647     0
## 804  AACTCAGGTACTCGCG      RNVU1-14  0.7827247888     0
## 805  CACATTTGTGAGTATA      RNVU1-14 -1.3484593105     0
## 806  ACTTTCAAGGTGTTAA      RNVU1-14 -1.4638077241     1
## 807  TGCCCATCAGACGCAA      RNVU1-14  1.0838526917     0
## 808  CTAAGACCAATGCCAT      RNVU1-14 -0.3150367918     0
## 809  CGGAGCTCATTTGCTT      RNVU1-14  1.1238996117     0
## 810  GAGCAGATCGACGGAA      RNVU1-14 -0.2279752749     0
## 811  TAAACCGAGATCGATA      RNVU1-14  0.3832295817     0
## 812  GTCTCGTGTACATCCA      RNVU1-14  0.4417028589     0
## 813  GTATCTTAGACCCACC      RNVU1-14 -1.3737125100     1
## 814  GAGCAGAAGAGCCTAG      RNVU1-14 -1.3534381255     1
## 815  GTGCAGCTCACATAGC      RNVU1-14  1.5272631860     0
## 816  CCTATTAGTAAACCTC      RNVU1-14  0.4809843092     0
## 817  AGAGTGGAGTTTAGGA      RNVU1-14 -0.0783696152     0
## 818  TACGGGCAGGTGATTA      RNVU1-14 -1.3385175193     0
## 819  ACTATCTCAATCTACG      RNVU1-14  0.9698337294     0
## 820  CGAGCCATCAGGCAAG      RNVU1-14  0.4081624100     0
## 821  CGAATGTCAATTGCTG      RNVU1-14  0.6270305289     0
## 822  TACGGTATCGTTACGA      RNVU1-14 -1.2773342156     0
## 823  CTGTGCTCAAGGTGTG      RNVU1-14 -1.3080141381     0
## 824  CCATGTCGTAACGACG      RNVU1-14  0.4751046929     0
## 825  TGCTGCTAGACACTAA      RNVU1-14  0.9852957833     0
## 826  ACGGGTCTCGCTTAGA      RNVU1-14 -0.0703279002     0
## 827  ACGAGGAAGGCTAGCA      RNVU1-14  0.4291561466     0
## 828  GCACTCTGTCGGCACT      RNVU1-14  2.1786820826     0
## 829  ATCATGGGTTTAAGCC      RNVU1-14  0.8764653862     0
## 830  GCATGTAGTAAAGGAG      RNVU1-14  1.0264754562     0
## 831  CAACTAGAGTGGGCTA      RNVU1-14 -0.0299459316     0
## 832  AACACGTCAATCAGAA      RNVU1-14  1.4800278739     1
## 833  AAAGTAGGTGTCTGAT      RNVU1-14 -1.2075584240     1
## 834  CTCATTATCGCTGATA      RNVU1-14  0.8815885714     0
## 835  TACTCGCCAACGCACC      RNVU1-14  0.6984686055     0
## 836  GGACATTGTCCTGCTT      RNVU1-14 -1.1954692854     1
## 837  ACTGAACAGAGCTGGT      RNVU1-14  0.9839198929     0
## 838  CTCGGGAAGTGCAAGC      RNVU1-14 -0.0008100777     0
## 839  AGCTCCTAGCATGGCA      RNVU1-14  1.1843638981     0
## 840  TATTACCGTCGACTGC      RNVU1-14  1.4450459004     0
## 841  GAACGGACATTTCACT      RNVU1-14  0.7632422248     0
## 842  CACAAACTCCCGGATG      RNVU1-14  0.0981318453     0
## 843  GCTCCTAAGGGAGTAA      RNVU1-14 -1.1626939462     0
## 844  GACTAACCATCACGTA      RNVU1-14 -1.2200535846     1
## 845  TACTCGCTCTTAACCT      RNVU1-14  0.1148791715     0
## 846  AGGCCGTCAGGAACGT      RNVU1-14 -1.1223387999     0
## 847  CCACTACAGTGCTGCC      RNVU1-14 -1.2921484445     0
## 848  ATCCACCCAAGCCGTC      RNVU1-14 -1.0922866908     0
## 849  GAGTCCGAGACTGTAA      RNVU1-14 -1.1699872011     0
## 850  AAGCCGCCAGAAGCAC      RNVU1-14  0.1297241619     0
## 851  GACACGCCAGATTGCT      RNVU1-14 -1.2285651764     0
## 852  CGACTTCAGGCTACGA      RNVU1-14  1.0694373601     0
## 853  GGGTTGCCAGTAAGCG      RNVU1-14  0.9857567541     0
## 854  AGTGAGGGTCAGAATA      RNVU1-14 -1.1564410777     0
## 855  GATCTAGCAGCCACCA      RNVU1-14  0.1837309106     0
## 856  ACGAGGACAAGACGTG      RNVU1-14  1.3320486388     0
## 857  CATATGGCAAGCCGCT      RNVU1-14  0.9439560292     0
## 858  TTATGCTCAGACGCTC      RNVU1-14  0.7071507405     0
## 859  AGTGTCAAGTCGCCGT      RNVU1-14 -1.1236568270     0
## 860  AAGGCAGGTCTGCCAG      RNVU1-14  0.7905956631     0
## 861  TCAGGATAGCCCGAAA      RNVU1-14 -1.1759649854     0
## 862  CCACTACCACTAGTAC      RNVU1-14 -1.1273645191     1
## 863  AGCAGCCTCGCCAAAT      RNVU1-14 -1.1644963055     0
## 864  CTGCCTATCCATGCTC      RNVU1-14 -1.1723828089     0
## 865  GCTGCAGCATAGTAAG      RNVU1-14  0.7290671199     0
## 866  GCGCAGTTCAGTTCGA      RNVU1-14 -1.1784874723     1
## 867  GGGCATCGTAGCGCTC      RNVU1-14  0.0798326591     0
## 868  CTAATGGGTTACGTCA      RNVU1-14  0.1556423586     0
## 869  ATTCTACGTTATCGGT      RNVU1-14  1.1121770829     0
## 870  GAAATGATCAGCTGGC      RNVU1-14  1.0248618435     0
## 871  TGCTACCTCGTCCAGG      RNVU1-14  0.1205689900     0
## 872  ACATGGTCACTTACGA      RNVU1-14  0.1853456635     0
## 873  ACTTTCAAGCGTTGCC      RNVU1-14  1.1323465698     0
## 874  CCTACACGTAAACCTC      RNVU1-14  1.1236540609     0
## 875  ATTGGTGAGATCCCAT      RNVU1-14  0.5864324999     0
## 876  CCGGGATCACAGACAG      RNVU1-14 -1.1311125929     0
## 877  CAGTAACTCTCTTGAT      RNVU1-14 -1.0764774352     0
## 878  ATCTACTCAATAGCGG      RNVU1-14 -1.1510287401     0
## 879  ACCCACTGTTAAGAAC      RNVU1-14 -1.0850803607     1
## 880  ACATACGTCTGCTTGC      RNVU1-14  0.8314326942     0
## 881  CGTCTACGTTGAACTC      RNVU1-14 -0.0185067103     0
## 882  ATTATCCCAGCAGTTT      RNVU1-14  0.7311074783     0
## 883  GAAACTCTCGTTACGA      RNVU1-14  0.6619827027     0
## 884  GATGAAACATCATCCC      RNVU1-14 -1.0992398847     0
## 885  CACAGTATCTGTCCGT      RNVU1-14  0.7544287685     0
## 886  TGAAAGAAGGAGCGAG      RNVU1-14  0.2020952673     0
## 887  CCGGTAGAGACCGGAT      RNVU1-14 -1.1887957528     0
## 888  TGCGGGTTCTAACCGA      RNVU1-14 -1.2072236216     1
## 889  GGCGACTTCGCGCCAA      RNVU1-14  0.2611952677     0
## 890  GGGATGAAGTCGCCGT      RNVU1-14  0.2403085743     0
## 891  GATTCAGGTACAGACG      RNVU1-14 -1.1641728486     0
## 892  TAGACCACAAGAAGAG      RNVU1-14  1.5636454382     0
## 893  AATCCAGGTCAGAGGT      RNVU1-14 -1.1366676370     1
## 894  TGAGCCGCAATGGACG      RNVU1-14 -1.1981268320     0
## 895  CACATAGGTACTCTCC      RNVU1-14  0.7552686990     0
## 896  CATGGCGAGCAATATG      RNVU1-14 -1.1632138588     1
## 897  CAGTAACGTTATTCTC      RNVU1-14  0.2836402514     1
## 898  GCGAGAAGTTCCGTCT      RNVU1-14 -1.1778346355     0
## 899  TTTACTGGTCCCTTGT      RNVU1-14 -1.2069803736     1
## 900  ATCATGGCACGAAATA      RNVU1-14  1.8309617145     0
## 901  CGCCAAGAGGCAGTCA      RNVU1-14  1.5357863272     0
## 902  CGTCCATGTCCAGTAT      RNVU1-14 -1.0980274541     0
## 903  TGGCGCATCCATTCTA      RNVU1-14  1.1508010541     0
## 904  CCCATACGTAGCTTGT      RNVU1-14  0.4873271700     0
## 905  GCATGCGGTGCTGTAT      RNVU1-14  0.0843164807     0
## 906  TTCTTAGCATGCTAGT      RNVU1-14 -1.2174005265     0
## 907  TGCGCAGAGTGGACGT      RNVU1-14 -1.0446597998     1
## 908  ATTATCCGTTGCTCCT      RNVU1-14 -1.0117649492     0
## 909  AGAATAGAGACTAGGC      RNVU1-14  1.6030562255     0
## 910  CCTACACAGCTGCAAG      RNVU1-14 -1.1341575343     1
## 911  GACAGAGAGTGCTGCC      RNVU1-14 -1.1012007859     0
## 912  GTTCGGGTCCCAAGAT      RNVU1-14  0.1890405846     0
## 913  AGTAGTCGTAAGCACG      RNVU1-14 -1.1715447949     0
## 914  CTCACACGTACCTACA      RNVU1-14  1.2541917763     0
## 915  GCAGTTAAGTGGGTTG      RNVU1-14  0.7191507315     0
## 916  GTCAAGTCAGCTCGAC      RNVU1-14 -1.2001003995     1
## 917  GCTGCGATCCCTAACC      RNVU1-14  0.8477663457     1
## 918  GATCGTATCCCTAACC      RNVU1-14  0.8149154921     0
## 919  TGAGAGGTCCGTAGTA      RNVU1-14  0.2539389158     0
## 920  CTCGTCAGTGCACTTA      RNVU1-14 -1.1334328231     0
## 921  AGCATACAGCAAATCA      RNVU1-14  0.2165725721     0
## 922  TCGGGACGTGTCAATC      RNVU1-14 -1.1352248451     0
## 923  ATGCGATGTAAACACA      RNVU1-14  0.1285168058     0
## 924  CATGACACACAACGTT      RNVU1-14  0.7886667787     0
## 925  GCTTGAAGTGCTAGCC      RNVU1-14  0.7124940194     0
## 926  TTTGGTTTCTCTTATG      RNVU1-14  0.6851195829     0
## 927  ACACCCTGTGAAATCA      RNVU1-14  0.2574310008     0
## 928  ATCATGGTCCCTCAGT      RNVU1-14  1.1904539293     0
## 929  CCTCTGACAATCAGAA      RNVU1-14  0.9780274347     0
## 930  ACATACGAGACACTAA      RNVU1-14  0.4600213625     0
## 931  TCACAAGTCCGTAGGC      RNVU1-14  0.3500525772     1
## 932  GCAGTTAGTCCAGTGC      RNVU1-14 -1.1110559659     1
## 933  AGTGAGGGTTACAGAA      RNVU1-14 -1.0524053560     0
## 934  CACACAAGTAATCACC      RNVU1-14  1.4570611910     0
## 935  GATCGCGAGGCTAGAC      RNVU1-14  0.8183638438     0
## 936  CTCGTACTCCTTTCGG      RNVU1-14  1.1742019034     0
## 937  ATCCACCTCGGCGGTT      RNVU1-14 -1.0402321318     0
## 938  GAAGCAGAGCTAGTTC      RNVU1-14 -1.0192871965     0
## 939  CAGTCCTAGTGTCTCA      RNVU1-14 -1.1141933169     0
## 940  CGCTTCACAATGGATA      RNVU1-14 -1.1374732309     0
## 941  TCCCGATTCATATCGG      RNVU1-14  0.1705338965     0
## 942  TGTGGTACATATACCG      RNVU1-14  0.8206819804     0
## 943  TACCTTACACTACAGT      RNVU1-14 -1.0642140052     1
## 944  GTAGGCCGTCCGTCAG      RNVU1-14  0.8567452560     0
## 945  CAGAATCCAATCAGAA      RNVU1-14  0.1871505320     0
## 946  GGATTACTCTGTGCAA      RNVU1-14 -1.1054185166     1
## 947  GTCGTAAGTTTGTTTC      RNVU1-14  0.7529761445     0
## 948  GATCGTAAGCCAGTAG      RNVU1-14  0.8894318315     0
## 949  GACTACAGTTAAAGAC      RNVU1-14  1.2893196386     0
## 950  CATGACACAACACCTA      RNVU1-14  1.1135538904     0
## 951  CACCAGGTCACGCGGT      RNVU1-14  0.3054776752     0
## 952  GTCTTCGTCTGAGTGT      RNVU1-14  0.2433360952     1
## 953  CCTTCGAAGTGGGATC      RNVU1-14 -1.0123041917     0
## 954  GTGCGGTGTCCTGCTT      RNVU1-14  1.6410574180     0
## 955  GTCACAACATGCCTTC      RNVU1-14 -1.0467713632     1
## 956  CAGAGAGTCAGTCAGT      RNVU1-14  0.8591447493     0
## 957  GTGCGGTGTACTCTCC      RNVU1-14 -1.1137316322     0
## 958  CAGCTAATCAAGATCC      RNVU1-14 -1.0423005213     1
## 959  CAAGATCGTTGGGACA      RNVU1-14  0.8785205131     0
## 960  TTTATGCCATCACAAC      RNVU1-14 -1.0528518480     0
## 961  CGGTTAATCCCAAGTA      RNVU1-14  0.2488167271     0
## 962  TAGCCGGTCCGTAGTA      RNVU1-14 -1.0229516365     1
## 963  ACGAGCCGTGTTTGTG      RNVU1-14  0.7807390396     0
## 964  AGCATACCAAACCCAT      RNVU1-14  0.8124621207     0
## 965  GAAATGATCAACACTG      RNVU1-14 -1.0381574621     0
## 966  TATCTCACATAACCTG      RNVU1-14  0.2391153794     0
## 967  CCGTACTCACTTCTGC      RNVU1-14 -1.0243064005     1
## 968  CTAGAGTTCAGAGGTG      RNVU1-14  1.2155706151     0
## 969  CTGATAGCATACAGCT      RNVU1-14  0.2530108336     0
## 970  TCGAGGCCACGGTAGA      RNVU1-14  0.9039410312     1
## 971  GATCAGTTCACTTATC      RNVU1-14  0.1168995982     0
## 972  GTTTCTAAGCCCTAAT      RNVU1-14  0.7526115517     0
## 973  CAGCTGGAGGAATTAC      RNVU1-14 -0.9945082275     1
## 974  AGAGTGGTCGATCCCT      RNVU1-14  1.6294359505     0
## 975  CATGGCGCAACTGCTA      RNVU1-14  0.1821547133     0
## 976  CTGGTCTGTATATGGA      RNVU1-14 -1.0122644136     1
## 977  CGTCACTCACAGGAGT      RNVU1-14 -1.1047228551     0
## 978  AACTGGTTCAACCAAC      RNVU1-14 -1.0118816436     1
## 979  CCATTCGCAGGGAGAG      RNVU1-14  0.9403004620     0
## 980  CATCAGATCTTCAACT      RNVU1-14  1.8017969497     0
## 981  GAATGAATCAGGCAAG      RNVU1-14  0.1782867373     0
## 982  TGTCCCATCGAATGCT      RNVU1-14 -1.0107414835     0
## 983  AGTGGGACAGCCAATT      RNVU1-14  0.3919338316     0
## 984  AGAGCTTTCACATGCA      RNVU1-14  1.8319307814     0
## 985  TGCGGGTTCTGCAGTA      RNVU1-14  1.6597443627     0
## 986  GTCGTAAGTCGGCACT      RNVU1-14  0.6016387131     0
## 987  CTCGAGGTCGGAGCAA      RNVU1-14  0.9159522097     0
## 988  CTACACCAGATGAGAG      RNVU1-14  1.0280089118     0
## 989  ACGGCCATCTTACCTA      RNVU1-14  0.3586289851     0
## 990  CCCAGTTCACACCGAC      RNVU1-14 -0.9720655590     1
## 991  TCGGGACTCGGATGGA      RNVU1-14  0.4476947861     1
## 992  CATCGGGTCCCGACTT      RNVU1-14  1.9572371018     1
## 993  CTTAACTGTAAGGATT      RNVU1-14  1.0559904246     0
## 994  AACCATGAGCGTAATA      RNVU1-14  1.8862090659     0
## 995  TCAGATGGTCTTCTCG      RNVU1-14  0.3726675517     0
## 996  CTCACACTCCCAACGG      RNVU1-14 -0.9785159843     0
## 997  CCATGTCAGGATGGAA      RNVU1-14  0.9198909084     0
## 998  GGGTCTGGTACTTGAC      RNVU1-14 -1.0433598262     0
## 999  GGAACTTCACAGTCGC      RNVU1-14  1.6604827333     0
## 1000 GACCTGGCACATCCAA      RNVU1-14  1.5778074046     0
## 1001 CAGTCCTCAAGACACG      RNVU1-14 -1.0016298278     1
## 1002 AGATCTGCATATGGTC      RNVU1-14  0.3353912969     0
## 1003 CATCAGAGTATTCTCT      RNVU1-14  1.7144310295     0
## 1004 TGCACCTTCGATAGAA      RNVU1-14  2.5000000000     0
## 1005 CCTACACTCCCAAGTA      RNVU1-14  0.2998846900     0
## 1006 ACTTTCATCGTAGATC      RNVU1-14 -1.1058489589     1
## 1007 TTGCGTCCACCATGTA      RNVU1-14  0.9687167310     0
## 1008 AAATGCCAGGTGCTAG      RNVU1-14  0.1909732838     0
## 1009 ATGCGATGTCCATCCT      RNVU1-14 -1.0092774458     1
## 1010 CCAGCGAAGCCACTAT      RNVU1-14  1.6942754466     0
## 1011 TACTTGTAGTGTACTC      RNVU1-14  0.9173865382     0
## 1012 AGGGATGTCTCGCTTG      RNVU1-14  0.4397335840     1
## 1013 TGTCCCAGTATTAGCC      RNVU1-14 -1.0017440291     0
## 1014 TGCTACCTCGCACTCT      RNVU1-14  1.0822596906     0
## 1015 GTAACGTCAGTATAAG      RNVU1-14 -0.9794977781     1
## 1016 GCGCAACGTTCGTTGA      RNVU1-14 -0.9760767827     1
## 1017 GCGAGAACATGAGCGA      RNVU1-14 -1.0044755478     1
## 1018 TGCCCTAGTGCACCAC      RNVU1-14 -1.0258548114     1
## 1019 CTAGAGTGTAAACACA      RNVU1-14  0.4293721587     0
## 1020 AGTAGTCCACCGGAAA      RNVU1-14 -1.0522093516     0
## 1021 CATATTCTCAGCGATT      RNVU1-14 -0.9128437967     0
## 1022 GAATGAAGTAACGACG      RNVU1-14 -1.0788237593     0
## 1023 GATCAGTAGTACTTGC      RNVU1-14 -1.0346317591     0
## 1024 CAAGAAACAGGATTGG      RNVU1-14 -1.0185129271     1
## 1025 CCTATTATCAACACTG      RNVU1-14  0.8771826455     0
## 1026 CAGCAGCTCTGCGGCA      RNVU1-14 -1.0408572968     0
## 1027 ATAAGAGAGCTGCGAA      RNVU1-14 -1.0195044869     0
## 1028 AGATCTGCACCTATCC      RNVU1-14  1.7100360254     0
## 1029 GACACGCGTAGAGCTG      RNVU1-14 -1.0356101845     0
## 1030 TACACGAAGCTAGGCA      RNVU1-14 -0.9967805676     0
## 1031 AACACGTTCCGAAGAG      RNVU1-14  0.3072485135     0
## 1032 TTAACTCGTGTAATGA      RNVU1-14 -1.0573702754     1
## 1033 TGGCGCAGTTCAGACT      RNVU1-14  0.3271891798     0
## 1034 CATCAGAGTCTAGTCA      RNVU1-14 -0.9823156027     1
## 1035 CTAGAGTAGCATGGCA      RNVU1-14 -0.9120040291     0
## 1036 TACGGTAAGCGTGAAC      RNVU1-14 -1.0724850391     0
## 1037 TGACTTTTCGGATGTT      RNVU1-14 -0.9596478708     1
## 1038 CTCACACTCCTACAGA      RNVU1-14 -1.0143679749     0
## 1039 CCGTACTCACTGAAGG      RNVU1-14  1.4147943006     0
## 1040 ATAACGCGTGGAAAGA      RNVU1-14  0.8212649684     0
## 1041 GCTTGAAAGCTAGGCA      RNVU1-14 -1.0813186253     1
## 1042 AAGTCTGGTGTTGGGA      RNVU1-14 -0.9944568870     0
## 1043 CGATCGGGTACAGCAG      RNVU1-14  0.4445988531     0
## 1044 AGTAGTCTCGATGAGG      RNVU1-14 -1.0538124481     0
## 1045 CGACCTTCAGACGCTC      RNVU1-14 -1.0226717461     1
## 1046 GCATACACATGCAACT      RNVU1-14  0.4693123346     0
## 1047 TCCCGATTCGCAGGCT      RNVU1-14 -1.0798162644     0
## 1048 TTAGGCAAGATCGATA      RNVU1-14 -1.0092792308     1
## 1049 TCGTACCAGGCAAAGA      RNVU1-14  0.9936183464     0
## 1050 GGATGTTGTATAGGGC      RNVU1-14 -0.9811133483     0
## 1051 AATCCAGCAGAGTGTG      RNVU1-14  1.6706488679     0
## 1052 CATGCCTCACGGCCAT      RNVU1-14  0.5098602331     1
## 1053 CTCGAAACACATGACT      RNVU1-14  1.8206109774     0
## 1054 CTGCCTAGTTGCGTTA      RNVU1-14 -0.9608163699     0
## 1055 GGCGACTAGACAGAGA      RNVU1-14  0.4209651034     1
## 1056 TACAGTGGTGTAATGA      RNVU1-14 -0.9882771825     1
## 1057 ACGAGCCTCTTATCTG      RNVU1-14  1.3418690861     0
## 1058 GGGAATGCAAATACAG      RNVU1-14 -0.9864300433     1
## 1059 TGCACCTGTACCGAGA      RNVU1-14 -0.9603098933     0
## 1060 ATCATCTTCAGTCAGT      RNVU1-14 -0.9710061229     0
## 1061 CATATTCGTACAGTTC      RNVU1-14  0.5252984243     0
## 1062 GCATGATGTTCCACTC      RNVU1-14 -0.9703396791     0
## 1063 AAGGCAGTCACGACTA      RNVU1-14  0.9938548592     0
## 1064 GAAACTCTCTATCCCG      RNVU1-14  0.3938367918     0
## 1065 AGCATACTCTGCTGTC      RNVU1-14 -1.0204511320     1
## 1066 TGGGCGTCAGCGTTCG      RNVU1-14 -1.0633715715     1
## 1067 TCGTAGAGTTCGTCTC      RNVU1-14  1.9558236494     0
## 1068 GACAGAGGTACCGCTG      RNVU1-14  0.5316613890     1
## 1069 TCTCATACACATAACC      RNVU1-14  0.9991377746     0
## 1070 TGGGCGTCATTGAGCT      RNVU1-14 -1.0811951882     0
## 1071 CATGACACATGTCTCC      RNVU1-14  1.3652604810     0
## 1072 GAATAAGGTGCACGAA      RNVU1-14  0.4483833902     1
## 1073 TGCGCAGCAAGCGAGT      RNVU1-14  1.2773507366     0
## 1074 CTTCTCTCAGCCAGAA      RNVU1-14  1.3301829510     0
## 1075 AAGCCGCAGTGGCACA      RNVU1-14  1.5212462307     0
## 1076 CTCTACGAGTGGACGT      RNVU1-14 -0.9979588521     0
## 1077 GTCATTTTCTATCCCG      RNVU1-14 -0.9667421701     0
## 1078 CGAGCACAGCCACTAT      RNVU1-14  0.5142306830     1
## 1079 AGTAGTCGTAACGACG      RNVU1-14  1.5184069832     0
## 1080 GACGTGCAGAGGGATA      RNVU1-14  1.1974130776     0
## 1081 GTCTTCGTCCAACCAA      RNVU1-14  0.3922174008     0
## 1082 CAAGGCCTCGCCCTTA      RNVU1-14  0.4468765664     0
## 1083 TGTGGTACATGGTTGT      RNVU1-14 -1.0058808455     0
## 1084 CCTCAGTTCGAATGCT      RNVU1-14  0.5726344661     1
## 1085 ACCGTAATCTGAGGGA      RNVU1-14 -0.9379452957     1
## 1086 GTTAAGCCAGTTCATG      RNVU1-14  1.0458494648     0
## 1087 CTGCCTATCAATCTCT      RNVU1-14 -0.9583624646     0
## 1088 GACGGCTTCTCCAACC      RNVU1-14 -0.9398344841     0
## 1089 TTTCCTCCAGTTCCCT      RNVU1-14  0.4147145289     0
## 1090 GCGCCAAAGCCCTAAT      RNVU1-14  1.8161753557     0
## 1091 CCACCTATCCCGACTT      RNVU1-14  0.4999526812     1
## 1092 TTTATGCCAGGGCATA      RNVU1-14  0.4254179858     1
## 1093 TACAGTGTCGCGGATC      RNVU1-14 -0.9701559293     1
## 1094 AGCTCTCCACCACGTG      RNVU1-14  0.4002021253     0
## 1095 GTGGGTCCATTGAGCT      RNVU1-14 -1.0398054452     1
## 1096 GGGATGACAGACTCGC      RNVU1-14  0.4331515233     0
## 1097 ACACCAAGTTCGGGCT      RNVU1-14 -1.0500843756     1
## 1098 TGATTTCAGCTATGCT      RNVU1-14 -0.9636091800     1
## 1099 TGGCCAGAGAGGGCTT      RNVU1-14 -1.0022848174     0
## 1100 TCGGTAAGTAAAGTCA      RNVU1-14  1.4041556939     0
## 1101 TGAAAGAGTCCCTTGT      RNVU1-14 -0.9241613251     1
## 1102 CCGTGGATCGTTTATC      RNVU1-14  0.6499224793     1
## 1103 GAACCTATCCTCAACC      RNVU1-14  1.0215873864     0
## 1104 GCGCAGTCATCCAACA      RNVU1-14 -0.9786081252     1
## 1105 ACATGGTTCGCGCCAA      RNVU1-14 -0.9496437991     1
## 1106 CTTGGCTGTACGCACC      RNVU1-14  0.2713894465     0
## 1107 AGATTGCAGGCCCGTT      RNVU1-14  0.9709426069     0
## 1108 AGGCCGTGTTACGGAG      RNVU1-14 -1.0931216412     1
## 1109 GGTGTTAGTTAAGATG      RNVU1-14  1.1934736369     0
## 1110 GGAATAATCCTGTAGA      RNVU1-14 -0.9257089220     1
## 1111 TATTACCGTATTAGCC      RNVU1-14  0.5155630346     1
## 1112 ATAACGCGTTAGTGGG      RNVU1-14  1.0977517831     0
## 1113 AAACGGGGTTATCCGA      RNVU1-14  0.5538070144     0
## 1114 TGTGGTATCGTTTAGG      RNVU1-14  0.5756539153     1
## 1115 ATCACGAGTATGAATG      RNVU1-14 -0.9913658896     1
## 1116 CAGCAGCTCACCTCGT      RNVU1-14  2.1820940070     0
## 1117 CCAATCCGTATTACCG      RNVU1-14 -0.9358341243     1
## 1118 TTCTACATCACATAGC      RNVU1-14 -0.9229386137     0
## 1119 TGTCCCATCGTATCAG      RNVU1-14 -1.0300531037     0
## 1120 AGCTCTCAGTGTTTGC      RNVU1-14 -1.0799575858     0
## 1121 CAACCTCAGTAACCCT      RNVU1-14 -1.0149937788     0
## 1122 GTGGGTCAGGTAAACT      RNVU1-14 -1.0810406301     0
## 1123 TAAGTGCCACGTCAGC      RNVU1-14 -1.0396264295     1
## 1124 GACCTGGCAGCCACCA      RNVU1-14  1.3937686298     0
## 1125 ACAGCCGCAGGATCGA      RNVU1-14  0.4440762960     0
## 1126 AACTCCCCAGCTCGCA      RNVU1-14  0.4312713096     0
## 1127 GGAAAGCGTCTCTCGT      RNVU1-14  0.2774854107     0
## 1128 CGCTTCAAGCAGGTCA      RNVU1-14 -0.9362292401     1
## 1129 GATCGCGAGAAGGGTA      RNVU1-14  0.5312582912     1
## 1130 AAGCCGCCAGGATTGG      RNVU1-14 -0.9700017187     1
## 1131 ATTGGACGTCGTGGCT      RNVU1-14  1.0196272810     0
## 1132 CCCATACCACTAAGTC      RNVU1-14  0.6292759232     0
## 1133 TCTCTAATCCCATTTA      RNVU1-14  0.6187475782     1
## 1134 TCGTAGAGTGGTACAG      RNVU1-14  0.4195681765     1
## 1135 AAACGGGAGAGACGAA      RNVU1-14  1.1096617955     0
## 1136 GACTACATCACCACCT      RNVU1-14 -0.9124361273     0
## 1137 GAAACTCAGTTGAGTA      RNVU1-14  1.2010566071     0
## 1138 CCCTCCTTCCTCCTAG      RNVU1-14 -0.9768726282     1
## 1139 GCGACCATCACGGTTA      RNVU1-14 -0.9873730816     0
## 1140 TCTCTAAAGAGTCGGT      RNVU1-14 -1.0521161924     1
## 1141 GGCTCGATCTCACATT      RNVU1-14 -1.1293944460     0
## 1142 CTGATAGAGGCAGGTT      RNVU1-14 -1.0622785490     1
## 1143 CATGCCTAGGAGTTTA      RNVU1-14 -1.0607606342     1
## 1144 TGGCTGGTCAGCCTAA      RNVU1-14 -0.9342816628     0
## 1145 TCAGATGTCGTTACAG      RNVU1-14  1.0852409444     0
## 1146 CAGCTGGGTTATGTGC      RNVU1-14  0.5333853107     0
## 1147 GGAACTTAGTCGTACT      RNVU1-14 -0.9318640303     0
## 1148 CCGGGATCACCGGAAA      RNVU1-14  0.5231825219     1
## 1149 CCTTCGATCAAAGACA      RNVU1-14 -0.9785253703     0
## 1150 CGAGAAGGTATCGCAT      RNVU1-14 -0.9411409325     1
## 1151 CCTAAAGAGACTGGGT      RNVU1-14  0.2531924314     0
## 1152 CAGATCACATTGGCGC      RNVU1-14 -0.9507995611     1
## 1153 CTAGCCTAGCTGGAAC      RNVU1-14  0.3982654262     1
## 1154 ATTGGTGTCTCGTATT      RNVU1-14 -0.8730403451     0
## 1155 GGGAATGTCAAAGTAG      RNVU1-14 -0.9867231607     1
## 1156 CCATGTCCACGGCCAT      RNVU1-14 -0.9634429928     0
## 1157 GGCAATTCATATGGTC      RNVU1-14  0.3989678131     0
## 1158 CTGTGCTCATGTCCTC      RNVU1-14  0.4092699223     0
## 1159 TTAACTCCAACGCACC      RNVU1-14  0.5809320195     0
## 1160 CGAACATAGCGGCTTC      RNVU1-14  1.5217047744     0
## 1161 TCGCGTTAGGCACATG      RNVU1-14 -0.9433070647     1
## 1162 GGGTTGCCAAACTGCT      RNVU1-14  0.6008803428     0
## 1163 ATAAGAGCAGGTGCCT      RNVU1-14 -0.9906417435     1
## 1164 CGGACACGTATTCGTG      RNVU1-14 -0.8162435413     0
## 1165 CTGATAGTCACGACTA      RNVU1-14  0.4177378311     0
## 1166 GAACATCGTGAGTATA      RNVU1-14 -0.9431218146     0
## 1167 TGCTACCAGTGGTCCC      RNVU1-14  1.4876191670     0
## 1168 GCTGGGTAGTCTTGCA      RNVU1-14  1.1396437406     0
## 1169 TACGGATGTCTAACGT      RNVU1-14  0.6176657359     0
## 1170 TGGGCGTCAATGGATA      RNVU1-14 -0.9047156279     1
## 1171 CTGCTGTCATTTGCTT      RNVU1-14 -0.9223590430     0
## 1172 GGGCATCAGCAGCCTC      RNVU1-14 -1.0737295854     1
## 1173 CGTGAGCAGACTAGAT      RNVU1-14  1.6718666055     0
## 1174 CAGCGACCACACCGAC      RNVU1-14 -0.8794159300     0
## 1175 CCCAATCCAGTTAACC      RNVU1-14  0.5587642061     0
## 1176 CAGCGACTCAGCGACC      RNVU1-14  0.5360504674     0
## 1177 GAGCAGAAGCTATGCT      RNVU1-14 -0.9151087102     0
## 1178 CTCTGGTTCACTTCAT      RNVU1-14  0.2284512466     0
## 1179 CGCGTTTCAGCTGTGC      RNVU1-14 -0.9724091215     1
## 1180 GGACGTCCACCTCGGA      RNVU1-14  1.0621716318     0
## 1181 TAGTTGGAGAGTTGGC      RNVU1-14 -0.9485846147     0
## 1182 ATTGGTGTCGGAATCT      RNVU1-14  0.4436199944     0
## 1183 GAATGAACACGGCCAT      RNVU1-14 -0.9447301036     0
## 1184 GTGCATACAAGGTGTG      RNVU1-14 -1.0548835488     0
## 1185 GGAATAAGTCGGCACT      RNVU1-14 -0.8458936382     0
## 1186 ACCCACTTCCAAAGTC      RNVU1-14  0.3214310684     0
## 1187 ACTATCTCAATTCCTT      RNVU1-14 -0.9056619340     1
## 1188 AGCATACAGTGGGATC      RNVU1-14  1.2505832734     0
## 1189 GTCATTTTCCGCATCT       S100A12 -0.3836295345     1
## 1190 ATAAGAGAGGAGTTGC       S100A12 -0.5822733413     1
## 1191 CATTATCCATGGTCTA       S100A12 -0.0761682439     0
## 1192 CTTAGGAGTGGCGAAT       S100A12  0.4311986440     0
## 1193 CATCAGAAGCACCGCT       S100A12 -0.5815279883     0
## 1194 GCGGGTTAGTAGCCGA       S100A12 -0.3105448463     0
## 1195 CAGAGAGAGCGCCTTG       S100A12  0.0835765051     0
## 1196 CTGAAGTCAGACACTT       S100A12  0.5425348570     0
## 1197 GGACGTCCAGGTGCCT       S100A12 -1.2724389699     1
## 1198 AAAGCAAGTGGTGTAG       S100A12 -0.3115610274     0
## 1199 TCTCATACAGGGCATA       S100A12  0.3302176610     0
## 1200 AACTCAGGTACTCGCG       S100A12  0.5661121767     0
## 1201 CACATTTGTGAGTATA       S100A12  0.5774490508     0
## 1202 ACTTTCAAGGTGTTAA       S100A12  0.2116482593     1
## 1203 TGCCCATCAGACGCAA       S100A12 -0.4138326638     0
## 1204 CTAAGACCAATGCCAT       S100A12  0.4155210307     0
## 1205 CGGAGCTCATTTGCTT       S100A12  0.7370931387     0
## 1206 GAGCAGATCGACGGAA       S100A12  0.3218048360     0
## 1207 TAAACCGAGATCGATA       S100A12  0.7174282195     0
## 1208 GTCTCGTGTACATCCA       S100A12 -0.8216424370     0
## 1209 GTATCTTAGACCCACC       S100A12 -0.6406390474     1
## 1210 GAGCAGAAGAGCCTAG       S100A12 -2.0592544649     1
## 1211 GTGCAGCTCACATAGC       S100A12 -0.0636797435     0
## 1212 CCTATTAGTAAACCTC       S100A12  0.3929299961     0
## 1213 AGAGTGGAGTTTAGGA       S100A12  0.9229806454     0
## 1214 TACGGGCAGGTGATTA       S100A12 -2.2067580897     0
## 1215 ACTATCTCAATCTACG       S100A12 -0.8434262735     0
## 1216 CGAGCCATCAGGCAAG       S100A12  0.9767657655     0
## 1217 CGAATGTCAATTGCTG       S100A12  0.7771981806     0
## 1218 TACGGTATCGTTACGA       S100A12  1.3432158898     0
## 1219 CTGTGCTCAAGGTGTG       S100A12 -0.1501816234     0
## 1220 CCATGTCGTAACGACG       S100A12  0.1320563080     0
## 1221 TGCTGCTAGACACTAA       S100A12  1.1487810287     0
## 1222 ACGGGTCTCGCTTAGA       S100A12  0.0989038153     0
## 1223 ACGAGGAAGGCTAGCA       S100A12  0.4094970191     0
## 1224 GCACTCTGTCGGCACT       S100A12 -0.7229374540     0
## 1225 ATCATGGGTTTAAGCC       S100A12  1.2100552754     0
## 1226 GCATGTAGTAAAGGAG       S100A12 -2.3071041058     0
## 1227 CAACTAGAGTGGGCTA       S100A12  0.7805244585     0
## 1228 AACACGTCAATCAGAA       S100A12 -0.7965019204     1
## 1229 AAAGTAGGTGTCTGAT       S100A12 -0.7428072330     1
## 1230 CTCATTATCGCTGATA       S100A12 -0.4284465448     0
## 1231 TACTCGCCAACGCACC       S100A12 -0.6528269630     0
## 1232 GGACATTGTCCTGCTT       S100A12 -0.7458041335     1
## 1233 ACTGAACAGAGCTGGT       S100A12  1.3713535346     0
## 1234 CTCGGGAAGTGCAAGC       S100A12  0.4069018050     0
## 1235 AGCTCCTAGCATGGCA       S100A12  0.1946653779     0
## 1236 TATTACCGTCGACTGC       S100A12 -0.6422290828     0
## 1237 GAACGGACATTTCACT       S100A12 -1.8433939263     0
## 1238 CACAAACTCCCGGATG       S100A12  0.4389493412     0
## 1239 GCTCCTAAGGGAGTAA       S100A12 -1.8255311293     0
## 1240 GACTAACCATCACGTA       S100A12 -1.9634499254     1
## 1241 TACTCGCTCTTAACCT       S100A12 -1.8491005425     0
## 1242 AGGCCGTCAGGAACGT       S100A12 -0.5752387605     0
## 1243 CCACTACAGTGCTGCC       S100A12  0.0546015088     0
## 1244 ATCCACCCAAGCCGTC       S100A12 -0.5408525814     0
## 1245 GAGTCCGAGACTGTAA       S100A12 -0.2276329152     0
## 1246 AAGCCGCCAGAAGCAC       S100A12  0.9187948450     0
## 1247 GACACGCCAGATTGCT       S100A12 -0.9069145957     0
## 1248 CGACTTCAGGCTACGA       S100A12 -1.8110460638     0
## 1249 GGGTTGCCAGTAAGCG       S100A12 -0.3159088473     0
## 1250 AGTGAGGGTCAGAATA       S100A12 -0.7310798002     0
## 1251 GATCTAGCAGCCACCA       S100A12 -0.5728305572     0
## 1252 ACGAGGACAAGACGTG       S100A12  0.7901200559     0
## 1253 CATATGGCAAGCCGCT       S100A12  0.3619334378     0
## 1254 TTATGCTCAGACGCTC       S100A12  0.5336148446     0
## 1255 AGTGTCAAGTCGCCGT       S100A12  0.2345576742     0
## 1256 AAGGCAGGTCTGCCAG       S100A12  1.8809218978     0
## 1257 TCAGGATAGCCCGAAA       S100A12 -1.9749971781     0
## 1258 CCACTACCACTAGTAC       S100A12 -1.7784538048     1
## 1259 AGCAGCCTCGCCAAAT       S100A12  0.9031493903     0
## 1260 CTGCCTATCCATGCTC       S100A12  0.3502820580     0
## 1261 GCTGCAGCATAGTAAG       S100A12  0.2262267164     0
## 1262 GCGCAGTTCAGTTCGA       S100A12  0.3443290873     1
## 1263 GGGCATCGTAGCGCTC       S100A12 -0.7768762456     0
## 1264 CTAATGGGTTACGTCA       S100A12  1.1456591652     0
## 1265 ATTCTACGTTATCGGT       S100A12  1.6361662243     0
## 1266 GAAATGATCAGCTGGC       S100A12  1.1818834482     0
## 1267 TGCTACCTCGTCCAGG       S100A12 -0.2245775770     0
## 1268 ACATGGTCACTTACGA       S100A12  1.0568859960     0
## 1269 ACTTTCAAGCGTTGCC       S100A12  0.2460720257     0
## 1270 CCTACACGTAAACCTC       S100A12 -0.1283424693     0
## 1271 ATTGGTGAGATCCCAT       S100A12  0.1861229433     0
## 1272 CCGGGATCACAGACAG       S100A12  0.4607571865     0
## 1273 CAGTAACTCTCTTGAT       S100A12  0.5996812424     0
## 1274 ATCTACTCAATAGCGG       S100A12  1.5555196409     0
## 1275 ACCCACTGTTAAGAAC       S100A12 -0.5440872919     1
## 1276 ACATACGTCTGCTTGC       S100A12  0.4798249804     0
## 1277 CGTCTACGTTGAACTC       S100A12 -0.9922123256     0
## 1278 ATTATCCCAGCAGTTT       S100A12 -0.2397744637     0
## 1279 GAAACTCTCGTTACGA       S100A12  1.3452579861     0
## 1280 GATGAAACATCATCCC       S100A12 -0.0694855790     0
## 1281 CACAGTATCTGTCCGT       S100A12  0.9262000847     0
## 1282 TGAAAGAAGGAGCGAG       S100A12  0.6654177805     0
## 1283 CCGGTAGAGACCGGAT       S100A12 -0.2099717645     0
## 1284 TGCGGGTTCTAACCGA       S100A12 -2.0328877871     1
## 1285 GGCGACTTCGCGCCAA       S100A12  0.4801693925     0
## 1286 GGGATGAAGTCGCCGT       S100A12  0.7286712718     0
## 1287 GATTCAGGTACAGACG       S100A12  0.6062749010     0
## 1288 TAGACCACAAGAAGAG       S100A12 -0.2348512875     0
## 1289 AATCCAGGTCAGAGGT       S100A12 -0.1240767940     1
## 1290 TGAGCCGCAATGGACG       S100A12 -0.8601726559     0
## 1291 CACATAGGTACTCTCC       S100A12 -0.2748663225     0
## 1292 CATGGCGAGCAATATG       S100A12 -0.7425114165     1
## 1293 CAGTAACGTTATTCTC       S100A12 -1.9280746447     1
## 1294 GCGAGAAGTTCCGTCT       S100A12  1.3953107377     0
## 1295 TTTACTGGTCCCTTGT       S100A12 -0.3080665916     1
## 1296 ATCATGGCACGAAATA       S100A12  0.7799182873     0
## 1297 CGCCAAGAGGCAGTCA       S100A12 -0.4919084091     0
## 1298 CGTCCATGTCCAGTAT       S100A12 -0.0835129986     0
## 1299 TGGCGCATCCATTCTA       S100A12  1.5532860080     0
## 1300 CCCATACGTAGCTTGT       S100A12 -0.1340471827     0
## 1301 GCATGCGGTGCTGTAT       S100A12 -0.8050675063     0
## 1302 TTCTTAGCATGCTAGT       S100A12 -0.0115036354     0
## 1303 TGCGCAGAGTGGACGT       S100A12 -0.4373802460     1
## 1304 ATTATCCGTTGCTCCT       S100A12  0.0932825178     0
## 1305 AGAATAGAGACTAGGC       S100A12 -0.6516638591     0
## 1306 CCTACACAGCTGCAAG       S100A12 -0.6403480780     1
## 1307 GACAGAGAGTGCTGCC       S100A12  0.8979406554     0
## 1308 GTTCGGGTCCCAAGAT       S100A12 -2.0592311792     0
## 1309 AGTAGTCGTAAGCACG       S100A12  0.3571840159     0
## 1310 CTCACACGTACCTACA       S100A12  0.6775209559     0
## 1311 GCAGTTAAGTGGGTTG       S100A12  0.7280422122     0
## 1312 GTCAAGTCAGCTCGAC       S100A12 -2.0844733998     1
## 1313 GCTGCGATCCCTAACC       S100A12 -0.4405442218     1
## 1314 GATCGTATCCCTAACC       S100A12  1.1521786873     0
## 1315 TGAGAGGTCCGTAGTA       S100A12 -0.5364364411     0
## 1316 CTCGTCAGTGCACTTA       S100A12 -0.1678428909     0
## 1317 AGCATACAGCAAATCA       S100A12 -0.0986314571     0
## 1318 TCGGGACGTGTCAATC       S100A12  0.2140677986     0
## 1319 ATGCGATGTAAACACA       S100A12  0.3501711006     0
## 1320 CATGACACACAACGTT       S100A12 -0.3577691544     0
## 1321 GCTTGAAGTGCTAGCC       S100A12 -0.0956843242     0
## 1322 TTTGGTTTCTCTTATG       S100A12  0.1109204054     0
## 1323 ACACCCTGTGAAATCA       S100A12  0.3212973526     0
## 1324 ATCATGGTCCCTCAGT       S100A12  1.3643982133     0
## 1325 CCTCTGACAATCAGAA       S100A12  1.0889130462     0
## 1326 ACATACGAGACACTAA       S100A12 -1.4592828761     0
## 1327 TCACAAGTCCGTAGGC       S100A12 -0.3942809799     1
## 1328 GCAGTTAGTCCAGTGC       S100A12  0.7059378859     1
## 1329 AGTGAGGGTTACAGAA       S100A12  0.0089789316     0
## 1330 CACACAAGTAATCACC       S100A12  1.4818247682     0
## 1331 GATCGCGAGGCTAGAC       S100A12  1.0310934898     0
## 1332 CTCGTACTCCTTTCGG       S100A12  0.0443120070     0
## 1333 ATCCACCTCGGCGGTT       S100A12 -1.8492404854     0
## 1334 GAAGCAGAGCTAGTTC       S100A12  0.4514081453     0
## 1335 CAGTCCTAGTGTCTCA       S100A12  1.1967749074     0
## 1336 CGCTTCACAATGGATA       S100A12  0.1394710809     0
## 1337 TCCCGATTCATATCGG       S100A12  0.1774479318     0
## 1338 TGTGGTACATATACCG       S100A12  0.9360956842     0
## 1339 TACCTTACACTACAGT       S100A12  0.6305237779     1
## 1340 GTAGGCCGTCCGTCAG       S100A12  0.9106100170     0
## 1341 CAGAATCCAATCAGAA       S100A12  0.1527653542     0
## 1342 GGATTACTCTGTGCAA       S100A12 -1.8273321023     1
## 1343 GTCGTAAGTTTGTTTC       S100A12  0.5498974556     0
## 1344 GATCGTAAGCCAGTAG       S100A12  1.6127557563     0
## 1345 GACTACAGTTAAAGAC       S100A12  0.0479260753     0
## 1346 CATGACACAACACCTA       S100A12 -1.6123395727     0
## 1347 CACCAGGTCACGCGGT       S100A12  0.4834577532     0
## 1348 GTCTTCGTCTGAGTGT       S100A12 -0.7923297812     1
## 1349 CCTTCGAAGTGGGATC       S100A12  0.4686870826     0
## 1350 GTGCGGTGTCCTGCTT       S100A12  0.8745024240     0
## 1351 GTCACAACATGCCTTC       S100A12 -0.4891690120     1
## 1352 CAGAGAGTCAGTCAGT       S100A12  0.7858885702     0
## 1353 GTGCGGTGTACTCTCC       S100A12  1.2342057945     0
## 1354 CAGCTAATCAAGATCC       S100A12  0.4048605915     1
## 1355 CAAGATCGTTGGGACA       S100A12  2.0611786303     0
## 1356 TTTATGCCATCACAAC       S100A12  0.0145833355     0
## 1357 CGGTTAATCCCAAGTA       S100A12 -0.5488453935     0
## 1358 TAGCCGGTCCGTAGTA       S100A12 -1.7376933486     1
## 1359 ACGAGCCGTGTTTGTG       S100A12 -0.7806486488     0
## 1360 AGCATACCAAACCCAT       S100A12  0.4152581958     0
## 1361 GAAATGATCAACACTG       S100A12  0.3971939418     0
## 1362 TATCTCACATAACCTG       S100A12 -0.6895430315     0
## 1363 CCGTACTCACTTCTGC       S100A12  0.0577719740     1
## 1364 CTAGAGTTCAGAGGTG       S100A12 -0.1328258973     0
## 1365 CTGATAGCATACAGCT       S100A12  1.8169751510     0
## 1366 TCGAGGCCACGGTAGA       S100A12 -0.6268710067     1
## 1367 GATCAGTTCACTTATC       S100A12  0.4917179760     0
## 1368 GTTTCTAAGCCCTAAT       S100A12  1.2356718406     0
## 1369 CAGCTGGAGGAATTAC       S100A12 -1.6197861978     1
## 1370 AGAGTGGTCGATCCCT       S100A12  0.9759278420     0
## 1371 CATGGCGCAACTGCTA       S100A12  2.0874752855     0
## 1372 CTGGTCTGTATATGGA       S100A12  0.4824178549     1
## 1373 CGTCACTCACAGGAGT       S100A12 -0.1025352714     0
## 1374 AACTGGTTCAACCAAC       S100A12 -0.4040813172     1
## 1375 CCATTCGCAGGGAGAG       S100A12 -0.6222580173     0
## 1376 CATCAGATCTTCAACT       S100A12  0.3400878976     0
## 1377 GAATGAATCAGGCAAG       S100A12  0.3467838327     0
## 1378 TGTCCCATCGAATGCT       S100A12  0.4848202034     0
## 1379 AGTGGGACAGCCAATT       S100A12  1.0981523227     0
## 1380 AGAGCTTTCACATGCA       S100A12  0.5938529041     0
## 1381 TGCGGGTTCTGCAGTA       S100A12  0.9474991489     0
## 1382 GTCGTAAGTCGGCACT       S100A12  0.3767758826     0
## 1383 CTCGAGGTCGGAGCAA       S100A12  0.3241851614     0
## 1384 CTACACCAGATGAGAG       S100A12 -0.4200102472     0
## 1385 ACGGCCATCTTACCTA       S100A12  0.8367134486     0
## 1386 CCCAGTTCACACCGAC       S100A12 -1.6067178025     1
## 1387 TCGGGACTCGGATGGA       S100A12  0.0931268003     1
## 1388 CATCGGGTCCCGACTT       S100A12  0.7517502500     1
## 1389 CTTAACTGTAAGGATT       S100A12  0.2058864701     0
## 1390 AACCATGAGCGTAATA       S100A12  0.4669918188     0
## 1391 TCAGATGGTCTTCTCG       S100A12  1.4035974355     0
## 1392 CTCACACTCCCAACGG       S100A12  0.5282359883     0
## 1393 CCATGTCAGGATGGAA       S100A12  1.1399859166     0
## 1394 GGGTCTGGTACTTGAC       S100A12 -0.4947576360     0
## 1395 GGAACTTCACAGTCGC       S100A12 -0.4310107436     0
## 1396 GACCTGGCACATCCAA       S100A12 -1.9243639577     0
## 1397 CAGTCCTCAAGACACG       S100A12 -0.4275772068     1
## 1398 AGATCTGCATATGGTC       S100A12 -0.6490273670     0
## 1399 CATCAGAGTATTCTCT       S100A12  0.5461644642     0
## 1400 TGCACCTTCGATAGAA       S100A12  0.9755287887     0
## 1401 CCTACACTCCCAAGTA       S100A12  0.7809934701     0
## 1402 ACTTTCATCGTAGATC       S100A12 -1.9023220449     1
## 1403 TTGCGTCCACCATGTA       S100A12 -1.7193299346     0
## 1404 AAATGCCAGGTGCTAG       S100A12  0.7117142092     0
## 1405 ATGCGATGTCCATCCT       S100A12 -0.4380480694     1
## 1406 CCAGCGAAGCCACTAT       S100A12 -0.4362911571     0
## 1407 TACTTGTAGTGTACTC       S100A12 -0.4205547985     0
## 1408 AGGGATGTCTCGCTTG       S100A12 -0.4206636375     1
## 1409 TGTCCCAGTATTAGCC       S100A12  1.1484168667     0
## 1410 TGCTACCTCGCACTCT       S100A12  0.3258827982     0
## 1411 GTAACGTCAGTATAAG       S100A12  0.5600054365     1
## 1412 GCGCAACGTTCGTTGA       S100A12 -1.6314768030     1
## 1413 GCGAGAACATGAGCGA       S100A12  0.1295110334     1
## 1414 TGCCCTAGTGCACCAC       S100A12  0.4291166998     1
## 1415 CTAGAGTGTAAACACA       S100A12 -0.5562234893     0
## 1416 AGTAGTCCACCGGAAA       S100A12  0.3390002261     0
## 1417 CATATTCTCAGCGATT       S100A12  0.3794560073     0
## 1418 GAATGAAGTAACGACG       S100A12  0.7092424750     0
## 1419 GATCAGTAGTACTTGC       S100A12 -0.5047298805     0
## 1420 CAAGAAACAGGATTGG       S100A12  0.4198693599     1
## 1421 CCTATTATCAACACTG       S100A12 -0.0359499496     0
## 1422 CAGCAGCTCTGCGGCA       S100A12  0.9859439131     0
## 1423 ATAAGAGAGCTGCGAA       S100A12 -1.7013754636     0
## 1424 AGATCTGCACCTATCC       S100A12  1.3303809117     0
## 1425 GACACGCGTAGAGCTG       S100A12  1.0233035641     0
## 1426 TACACGAAGCTAGGCA       S100A12  0.4942297499     0
## 1427 AACACGTTCCGAAGAG       S100A12  1.2110994163     0
## 1428 TTAACTCGTGTAATGA       S100A12 -1.7670489884     1
## 1429 TGGCGCAGTTCAGACT       S100A12 -0.0940287829     0
## 1430 CATCAGAGTCTAGTCA       S100A12 -1.6333065951     1
## 1431 CTAGAGTAGCATGGCA       S100A12 -0.1602756781     0
## 1432 TACGGTAAGCGTGAAC       S100A12 -1.9727682040     0
## 1433 TGACTTTTCGGATGTT       S100A12 -0.3083131556     1
## 1434 CTCACACTCCTACAGA       S100A12  0.4358383588     0
## 1435 CCGTACTCACTGAAGG       S100A12  1.0641452472     0
## 1436 ATAACGCGTGGAAAGA       S100A12  0.5342292539     0
## 1437 GCTTGAAAGCTAGGCA       S100A12 -1.8847946013     1
## 1438 AAGTCTGGTGTTGGGA       S100A12  0.5123221338     0
## 1439 CGATCGGGTACAGCAG       S100A12 -1.7222104170     0
## 1440 AGTAGTCTCGATGAGG       S100A12 -0.5590108690     0
## 1441 CGACCTTCAGACGCTC       S100A12 -1.6905163953     1
## 1442 GCATACACATGCAACT       S100A12  1.1082066611     0
## 1443 TCCCGATTCGCAGGCT       S100A12 -0.1382398630     0
## 1444 TTAGGCAAGATCGATA       S100A12 -0.3680194040     1
## 1445 TCGTACCAGGCAAAGA       S100A12  0.7261619939     0
## 1446 GGATGTTGTATAGGGC       S100A12  0.2202078680     0
## 1447 AATCCAGCAGAGTGTG       S100A12  1.5678263604     0
## 1448 CATGCCTCACGGCCAT       S100A12 -1.7440945033     1
## 1449 CTCGAAACACATGACT       S100A12  0.3426378995     0
## 1450 CTGCCTAGTTGCGTTA       S100A12  1.3467307066     0
## 1451 GGCGACTAGACAGAGA       S100A12  0.3627560321     1
## 1452 TACAGTGGTGTAATGA       S100A12  0.1521866013     1
## 1453 ACGAGCCTCTTATCTG       S100A12 -0.6728776559     0
## 1454 GGGAATGCAAATACAG       S100A12  0.4944537794     1
## 1455 TGCACCTGTACCGAGA       S100A12  0.6018044189     0
## 1456 ATCATCTTCAGTCAGT       S100A12  0.8082875503     0
## 1457 CATATTCGTACAGTTC       S100A12  0.6708148642     0
## 1458 GCATGATGTTCCACTC       S100A12  0.8257895851     0
## 1459 AAGGCAGTCACGACTA       S100A12  0.7614788256     0
## 1460 GAAACTCTCTATCCCG       S100A12  1.7613130859     0
## 1461 AGCATACTCTGCTGTC       S100A12  0.4259082090     1
## 1462 TGGGCGTCAGCGTTCG       S100A12 -0.0858279790     1
## 1463 TCGTAGAGTTCGTCTC       S100A12 -0.6726319971     0
## 1464 GACAGAGGTACCGCTG       S100A12 -1.6040423780     1
## 1465 TCTCATACACATAACC       S100A12 -0.2964142092     0
## 1466 TGGGCGTCATTGAGCT       S100A12  0.9940409465     0
## 1467 CATGACACATGTCTCC       S100A12  2.2504949429     0
## 1468 GAATAAGGTGCACGAA       S100A12 -1.5936003073     1
## 1469 TGCGCAGCAAGCGAGT       S100A12  0.9310254327     0
## 1470 CTTCTCTCAGCCAGAA       S100A12  1.3469479205     0
## 1471 AAGCCGCAGTGGCACA       S100A12  2.2835265482     0
## 1472 CTCTACGAGTGGACGT       S100A12 -1.8154441886     0
## 1473 GTCATTTTCTATCCCG       S100A12 -1.6941233129     0
## 1474 CGAGCACAGCCACTAT       S100A12  1.1656800433     1
## 1475 AGTAGTCGTAACGACG       S100A12  0.2981767199     0
## 1476 GACGTGCAGAGGGATA       S100A12  0.5568622027     0
## 1477 GTCTTCGTCCAACCAA       S100A12 -1.7690296835     0
## 1478 CAAGGCCTCGCCCTTA       S100A12 -0.4611727588     0
## 1479 TGTGGTACATGGTTGT       S100A12 -0.4952776277     0
## 1480 CCTCAGTTCGAATGCT       S100A12 -0.1067351847     1
## 1481 ACCGTAATCTGAGGGA       S100A12 -0.2864725353     1
## 1482 GTTAAGCCAGTTCATG       S100A12  1.5740492452     0
## 1483 CTGCCTATCAATCTCT       S100A12 -1.6532499756     0
## 1484 GACGGCTTCTCCAACC       S100A12  0.2841949123     0
## 1485 TTTCCTCCAGTTCCCT       S100A12 -0.3927048468     0
## 1486 GCGCCAAAGCCCTAAT       S100A12  0.5218077975     0
## 1487 CCACCTATCCCGACTT       S100A12 -1.7366670223     1
## 1488 TTTATGCCAGGGCATA       S100A12  0.0633815721     1
## 1489 TACAGTGTCGCGGATC       S100A12  1.8924824576     1
## 1490 AGCTCTCCACCACGTG       S100A12 -0.0669120264     0
## 1491 GTGGGTCCATTGAGCT       S100A12  0.0045933777     1
## 1492 GGGATGACAGACTCGC       S100A12  0.8394319802     0
## 1493 ACACCAAGTTCGGGCT       S100A12 -0.5738889539     1
## 1494 TGATTTCAGCTATGCT       S100A12 -0.3244056696     1
## 1495 TGGCCAGAGAGGGCTT       S100A12 -1.7038796931     0
## 1496 TCGGTAAGTAAAGTCA       S100A12  0.1268788370     0
## 1497 TGAAAGAGTCCCTTGT       S100A12 -1.5380369205     1
## 1498 CCGTGGATCGTTTATC       S100A12 -1.4615950383     1
## 1499 GAACCTATCCTCAACC       S100A12  0.4342073382     0
## 1500 GCGCAGTCATCCAACA       S100A12 -0.3848789785     1
## 1501 ACATGGTTCGCGCCAA       S100A12  0.2700740985     1
## 1502 CTTGGCTGTACGCACC       S100A12  0.7902586869     0
## 1503 AGATTGCAGGCCCGTT       S100A12  0.6404808743     0
## 1504 AGGCCGTGTTACGGAG       S100A12 -2.0598959187     1
## 1505 GGTGTTAGTTAAGATG       S100A12 -0.1209149889     0
## 1506 GGAATAATCCTGTAGA       S100A12 -0.2133629942     1
## 1507 TATTACCGTATTAGCC       S100A12  0.1895759215     1
## 1508 ATAACGCGTTAGTGGG       S100A12 -1.7294224425     0
## 1509 AAACGGGGTTATCCGA       S100A12  1.0553801659     0
## 1510 TGTGGTATCGTTTAGG       S100A12  0.4089032865     1
## 1511 ATCACGAGTATGAATG       S100A12  0.6954119675     1
## 1512 CAGCAGCTCACCTCGT       S100A12  1.2797611370     0
## 1513 CCAATCCGTATTACCG       S100A12 -0.2622243331     1
## 1514 TTCTACATCACATAGC       S100A12 -0.2712457208     0
## 1515 TGTCCCATCGTATCAG       S100A12  0.6062652717     0
## 1516 AGCTCTCAGTGTTTGC       S100A12  1.0028210760     0
## 1517 CAACCTCAGTAACCCT       S100A12 -0.4905733906     0
## 1518 GTGGGTCAGGTAAACT       S100A12  0.8660267727     0
## 1519 TAAGTGCCACGTCAGC       S100A12 -0.5867251071     1
## 1520 GACCTGGCAGCCACCA       S100A12  0.0451883062     0
## 1521 ACAGCCGCAGGATCGA       S100A12  1.3931456031     0
## 1522 AACTCCCCAGCTCGCA       S100A12  0.8218047497     0
## 1523 GGAAAGCGTCTCTCGT       S100A12  0.7740516094     0
## 1524 CGCTTCAAGCAGGTCA       S100A12  0.8956316972     1
## 1525 GATCGCGAGAAGGGTA       S100A12  0.6017345863     1
## 1526 AAGCCGCCAGGATTGG       S100A12 -1.7153170876     1
## 1527 ATTGGACGTCGTGGCT       S100A12  1.3050228527     0
## 1528 CCCATACCACTAAGTC       S100A12 -1.5062672992     0
## 1529 TCTCTAATCCCATTTA       S100A12  0.4837598961     1
## 1530 TCGTAGAGTGGTACAG       S100A12 -0.4428146319     1
## 1531 AAACGGGAGAGACGAA       S100A12  1.3031299518     0
## 1532 GACTACATCACCACCT       S100A12 -1.5538336878     0
## 1533 GAAACTCAGTTGAGTA       S100A12  0.3296069836     0
## 1534 CCCTCCTTCCTCCTAG       S100A12 -1.6082509701     1
## 1535 GCGACCATCACGGTTA       S100A12 -1.9807272592     0
## 1536 TCTCTAAAGAGTCGGT       S100A12 -1.8083186909     1
## 1537 GGCTCGATCTCACATT       S100A12 -0.7818358774     0
## 1538 CTGATAGAGGCAGGTT       S100A12 -0.0805097536     1
## 1539 CATGCCTAGGAGTTTA       S100A12  0.5486262137     1
## 1540 TGGCTGGTCAGCCTAA       S100A12  1.9148622981     0
## 1541 TCAGATGTCGTTACAG       S100A12  1.0544734653     0
## 1542 CAGCTGGGTTATGTGC       S100A12  0.9798465561     0
## 1543 GGAACTTAGTCGTACT       S100A12  1.9369465854     0
## 1544 CCGGGATCACCGGAAA       S100A12 -1.5580193149     1
## 1545 CCTTCGATCAAAGACA       S100A12 -0.3883573537     0
## 1546 CGAGAAGGTATCGCAT       S100A12  0.2760697612     1
## 1547 CCTAAAGAGACTGGGT       S100A12 -0.7612213604     0
## 1548 CAGATCACATTGGCGC       S100A12 -0.3268259781     1
## 1549 CTAGCCTAGCTGGAAC       S100A12  0.1835669580     1
## 1550 ATTGGTGTCTCGTATT       S100A12 -0.1034134337     0
## 1551 GGGAATGTCAAAGTAG       S100A12  0.4906277758     1
## 1552 CCATGTCCACGGCCAT       S100A12  0.8162843545     0
## 1553 GGCAATTCATATGGTC       S100A12  0.5482378446     0
## 1554 CTGTGCTCATGTCCTC       S100A12 -0.4917983833     0
## 1555 TTAACTCCAACGCACC       S100A12 -0.2447070870     0
## 1556 CGAACATAGCGGCTTC       S100A12  0.9766937620     0
## 1557 TCGCGTTAGGCACATG       S100A12 -0.2312604761     1
## 1558 GGGTTGCCAAACTGCT       S100A12 -1.5654806858     0
## 1559 ATAAGAGCAGGTGCCT       S100A12 -0.4125869155     1
## 1560 CGGACACGTATTCGTG       S100A12 -1.4082649504     0
## 1561 CTGATAGTCACGACTA       S100A12  1.6710590112     0
## 1562 GAACATCGTGAGTATA       S100A12 -1.6117814482     0
## 1563 TGCTACCAGTGGTCCC       S100A12 -1.7437336964     0
## 1564 GCTGGGTAGTCTTGCA       S100A12  0.6754545979     0
## 1565 TACGGATGTCTAACGT       S100A12  0.8408187987     0
## 1566 TGGGCGTCAATGGATA       S100A12 -1.4597562263     1
## 1567 CTGCTGTCATTTGCTT       S100A12 -0.2817129262     0
## 1568 GGGCATCAGCAGCCTC       S100A12 -2.0497440806     1
## 1569 CGTGAGCAGACTAGAT       S100A12  1.4769225659     0
## 1570 CAGCGACCACACCGAC       S100A12 -0.1402447070     0
## 1571 CCCAATCCAGTTAACC       S100A12 -1.5749842006     0
## 1572 CAGCGACTCAGCGACC       S100A12  0.3275584733     0
## 1573 GAGCAGAAGCTATGCT       S100A12 -1.5741601091     0
## 1574 CTCTGGTTCACTTCAT       S100A12  0.6428123027     0
## 1575 CGCGTTTCAGCTGTGC       S100A12 -1.6682080097     1
## 1576 GGACGTCCACCTCGGA       S100A12  0.4357039113     0
## 1577 TAGTTGGAGAGTTGGC       S100A12  1.2245391779     0
## 1578 ATTGGTGTCGGAATCT       S100A12  0.4733043650     0
## 1579 GAATGAACACGGCCAT       S100A12  0.2454060153     0
## 1580 GTGCATACAAGGTGTG       S100A12  0.7627255985     0
## 1581 GGAATAAGTCGGCACT       S100A12  1.3601341487     0
## 1582 ACCCACTTCCAAAGTC       S100A12  1.0660739850     0
## 1583 ACTATCTCAATTCCTT       S100A12 -1.6011636669     1
## 1584 AGCATACAGTGGGATC       S100A12 -1.5932774614     0
## 1585 GTCATTTTCCGCATCT RP11-290F20.3 -0.0731099739     1
## 1586 ATAAGAGAGGAGTTGC RP11-290F20.3 -0.0818617021     1
## 1587 CATTATCCATGGTCTA RP11-290F20.3 -0.3645857947     0
## 1588 CTTAGGAGTGGCGAAT RP11-290F20.3 -1.4944747384     0
## 1589 CATCAGAAGCACCGCT RP11-290F20.3  0.4395385141     0
## 1590 GCGGGTTAGTAGCCGA RP11-290F20.3  0.8119823645     0
## 1591 CAGAGAGAGCGCCTTG RP11-290F20.3  0.8719901937     0
## 1592 CTGAAGTCAGACACTT RP11-290F20.3  0.7793057644     0
## 1593 GGACGTCCAGGTGCCT RP11-290F20.3  1.0844801138     1
## 1594 AAAGCAAGTGGTGTAG RP11-290F20.3  0.3074644558     0
## 1595 TCTCATACAGGGCATA RP11-290F20.3 -1.3723725770     0
## 1596 AACTCAGGTACTCGCG RP11-290F20.3 -1.3938177349     0
## 1597 CACATTTGTGAGTATA RP11-290F20.3  0.8117449374     0
## 1598 ACTTTCAAGGTGTTAA RP11-290F20.3 -0.2473771876     1
## 1599 TGCCCATCAGACGCAA RP11-290F20.3  1.8569608244     0
## 1600 CTAAGACCAATGCCAT RP11-290F20.3  0.6942666342     0
## 1601 CGGAGCTCATTTGCTT RP11-290F20.3  0.5483662730     0
## 1602 GAGCAGATCGACGGAA RP11-290F20.3  0.4105840938     0
## 1603 TAAACCGAGATCGATA RP11-290F20.3 -1.2737707021     0
## 1604 GTCTCGTGTACATCCA RP11-290F20.3 -1.4040330752     0
## 1605 GTATCTTAGACCCACC RP11-290F20.3  0.4517242730     1
## 1606 GAGCAGAAGAGCCTAG RP11-290F20.3  0.4339424068     1
## 1607 GTGCAGCTCACATAGC RP11-290F20.3 -0.0135957201     0
## 1608 CCTATTAGTAAACCTC RP11-290F20.3 -0.0175192222     0
## 1609 AGAGTGGAGTTTAGGA RP11-290F20.3  0.5429658928     0
## 1610 TACGGGCAGGTGATTA RP11-290F20.3  1.5586095673     0
## 1611 ACTATCTCAATCTACG RP11-290F20.3  0.0705040817     0
## 1612 CGAGCCATCAGGCAAG RP11-290F20.3  0.4837486666     0
## 1613 CGAATGTCAATTGCTG RP11-290F20.3 -1.1622469966     0
## 1614 TACGGTATCGTTACGA RP11-290F20.3  0.9314221833     0
## 1615 CTGTGCTCAAGGTGTG RP11-290F20.3  1.3955215645     0
## 1616 CCATGTCGTAACGACG RP11-290F20.3 -0.0244605943     0
## 1617 TGCTGCTAGACACTAA RP11-290F20.3 -0.1150911823     0
## 1618 ACGGGTCTCGCTTAGA RP11-290F20.3  0.9245458158     0
## 1619 ACGAGGAAGGCTAGCA RP11-290F20.3  0.8708225302     0
## 1620 GCACTCTGTCGGCACT RP11-290F20.3  1.1435230216     0
## 1621 ATCATGGGTTTAAGCC RP11-290F20.3  0.0070925915     0
## 1622 GCATGTAGTAAAGGAG RP11-290F20.3 -0.0986112346     0
## 1623 CAACTAGAGTGGGCTA RP11-290F20.3  0.5891030291     0
## 1624 AACACGTCAATCAGAA RP11-290F20.3 -1.1872656948     1
## 1625 AAAGTAGGTGTCTGAT RP11-290F20.3 -1.1790736451     1
## 1626 CTCATTATCGCTGATA RP11-290F20.3  1.5446996406     0
## 1627 TACTCGCCAACGCACC RP11-290F20.3  1.1031345903     0
## 1628 GGACATTGTCCTGCTT RP11-290F20.3 -1.1734667828     1
## 1629 ACTGAACAGAGCTGGT RP11-290F20.3  0.6547486309     0
## 1630 CTCGGGAAGTGCAAGC RP11-290F20.3 -1.2192721413     0
## 1631 AGCTCCTAGCATGGCA RP11-290F20.3  0.0250943685     0
## 1632 TATTACCGTCGACTGC RP11-290F20.3  0.8046573370     0
## 1633 GAACGGACATTTCACT RP11-290F20.3  0.1987600209     0
## 1634 CACAAACTCCCGGATG RP11-290F20.3  0.7001980677     0
## 1635 GCTCCTAAGGGAGTAA RP11-290F20.3  0.1313479623     0
## 1636 GACTAACCATCACGTA RP11-290F20.3 -1.1939941240     1
## 1637 TACTCGCTCTTAACCT RP11-290F20.3  0.7162544041     0
## 1638 AGGCCGTCAGGAACGT RP11-290F20.3  0.7562033542     0
## 1639 CCACTACAGTGCTGCC RP11-290F20.3 -1.2581840879     0
## 1640 ATCCACCCAAGCCGTC RP11-290F20.3  0.2324446668     0
## 1641 GAGTCCGAGACTGTAA RP11-290F20.3  0.1568117510     0
## 1642 AAGCCGCCAGAAGCAC RP11-290F20.3  0.1518873580     0
## 1643 GACACGCCAGATTGCT RP11-290F20.3  1.0516694153     0
## 1644 CGACTTCAGGCTACGA RP11-290F20.3  1.1020002475     0
## 1645 GGGTTGCCAGTAAGCG RP11-290F20.3  1.0311145810     0
## 1646 AGTGAGGGTCAGAATA RP11-290F20.3  0.1769561819     0
## 1647 GATCTAGCAGCCACCA RP11-290F20.3 -1.1127170383     0
## 1648 ACGAGGACAAGACGTG RP11-290F20.3  0.1299170764     0
## 1649 CATATGGCAAGCCGCT RP11-290F20.3 -1.2290403463     0
## 1650 TTATGCTCAGACGCTC RP11-290F20.3 -1.1220064558     0
## 1651 AGTGTCAAGTCGCCGT RP11-290F20.3  0.2068498718     0
## 1652 AAGGCAGGTCTGCCAG RP11-290F20.3  1.1849627237     0
## 1653 TCAGGATAGCCCGAAA RP11-290F20.3  0.1545624479     0
## 1654 CCACTACCACTAGTAC RP11-290F20.3 -1.1226409599     1
## 1655 AGCAGCCTCGCCAAAT RP11-290F20.3 -1.1565277203     0
## 1656 CTGCCTATCCATGCTC RP11-290F20.3  0.7442306697     0
## 1657 GCTGCAGCATAGTAAG RP11-290F20.3  1.4100022926     0
## 1658 GCGCAGTTCAGTTCGA RP11-290F20.3 -1.1690868005     1
## 1659 GGGCATCGTAGCGCTC RP11-290F20.3  1.5633482919     0
## 1660 CTAATGGGTTACGTCA RP11-290F20.3  0.7521999108     0
## 1661 ATTCTACGTTATCGGT RP11-290F20.3  1.1382471818     0
## 1662 GAAATGATCAGCTGGC RP11-290F20.3  1.3434806072     0
## 1663 TGCTACCTCGTCCAGG RP11-290F20.3  0.1441073853     0
## 1664 ACATGGTCACTTACGA RP11-290F20.3 -1.1134399129     0
## 1665 ACTTTCAAGCGTTGCC RP11-290F20.3 -1.1243649104     0
## 1666 CCTACACGTAAACCTC RP11-290F20.3 -1.1332950437     0
## 1667 ATTGGTGAGATCCCAT RP11-290F20.3  0.6323964929     0
## 1668 CCGGGATCACAGACAG RP11-290F20.3 -1.1326588892     0
## 1669 CAGTAACTCTCTTGAT RP11-290F20.3 -1.0901109462     0
## 1670 ATCTACTCAATAGCGG RP11-290F20.3 -1.1412714871     0
## 1671 ACCCACTGTTAAGAAC RP11-290F20.3  0.2515366948     1
## 1672 ACATACGTCTGCTTGC RP11-290F20.3 -1.1222261771     0
## 1673 CGTCTACGTTGAACTC RP11-290F20.3  0.6005365397     0
## 1674 ATTATCCCAGCAGTTT RP11-290F20.3  0.7545239637     0
## 1675 GAAACTCTCGTTACGA RP11-290F20.3 -1.1786592693     0
## 1676 GATGAAACATCATCCC RP11-290F20.3  1.7253985789     0
## 1677 CACAGTATCTGTCCGT RP11-290F20.3  0.7743253811     0
## 1678 TGAAAGAAGGAGCGAG RP11-290F20.3 -1.1310149484     0
## 1679 CCGGTAGAGACCGGAT RP11-290F20.3  1.3275829414     0
## 1680 TGCGGGTTCTAACCGA RP11-290F20.3 -1.1916331720     1
## 1681 GGCGACTTCGCGCCAA RP11-290F20.3  0.2612507400     0
## 1682 GGGATGAAGTCGCCGT RP11-290F20.3  0.2440859508     0
## 1683 GATTCAGGTACAGACG RP11-290F20.3  0.7288709956     0
## 1684 TAGACCACAAGAAGAG RP11-290F20.3  1.6017209103     0
## 1685 AATCCAGGTCAGAGGT RP11-290F20.3  0.1829415439     1
## 1686 TGAGCCGCAATGGACG RP11-290F20.3 -1.1887375886     0
## 1687 CACATAGGTACTCTCC RP11-290F20.3  0.1871096644     0
## 1688 CATGGCGAGCAATATG RP11-290F20.3  0.1668594588     1
## 1689 CAGTAACGTTATTCTC RP11-290F20.3 -1.1186188592     1
## 1690 GCGAGAAGTTCCGTCT RP11-290F20.3 -1.1645547066     0
## 1691 TTTACTGGTCCCTTGT RP11-290F20.3  0.1083617913     1
## 1692 ATCATGGCACGAAATA RP11-290F20.3 -1.1457776124     0
## 1693 CGCCAAGAGGCAGTCA RP11-290F20.3 -1.0765179338     0
## 1694 CGTCCATGTCCAGTAT RP11-290F20.3  0.8519265572     0
## 1695 TGGCGCATCCATTCTA RP11-290F20.3 -1.1531398683     0
## 1696 CCCATACGTAGCTTGT RP11-290F20.3 -1.2511211661     0
## 1697 GCATGCGGTGCTGTAT RP11-290F20.3  0.1137403034     0
## 1698 TTCTTAGCATGCTAGT RP11-290F20.3  0.1072035487     0
## 1699 TGCGCAGAGTGGACGT RP11-290F20.3  0.2945430909     1
## 1700 ATTATCCGTTGCTCCT RP11-290F20.3  1.0001275961     0
## 1701 AGAATAGAGACTAGGC RP11-290F20.3  0.1748029968     0
## 1702 CCTACACAGCTGCAAG RP11-290F20.3 -1.1308776979     1
## 1703 GACAGAGAGTGCTGCC RP11-290F20.3  2.0646669856     0
## 1704 GTTCGGGTCCCAAGAT RP11-290F20.3  1.4545704535     0
## 1705 AGTAGTCGTAAGCACG RP11-290F20.3 -1.1643179296     0
## 1706 CTCACACGTACCTACA RP11-290F20.3 -1.0679855067     0
## 1707 GCAGTTAAGTGGGTTG RP11-290F20.3  0.7443442349     0
## 1708 GTCAAGTCAGCTCGAC RP11-290F20.3  0.1468078412     1
## 1709 GCTGCGATCCCTAACC RP11-290F20.3  0.2686773149     1
## 1710 GATCGTATCCCTAACC RP11-290F20.3  0.8255178516     0
## 1711 TGAGAGGTCCGTAGTA RP11-290F20.3 -1.0931373246     0
## 1712 CTCGTCAGTGCACTTA RP11-290F20.3  0.2183861554     0
## 1713 AGCATACAGCAAATCA RP11-290F20.3  1.6953490773     0
## 1714 TCGGGACGTGTCAATC RP11-290F20.3  0.1880867316     0
## 1715 ATGCGATGTAAACACA RP11-290F20.3 -1.1672758582     0
## 1716 CATGACACACAACGTT RP11-290F20.3  1.1869288733     0
## 1717 GCTTGAAGTGCTAGCC RP11-290F20.3 -1.2141280862     0
## 1718 TTTGGTTTCTCTTATG RP11-290F20.3 -1.1660287806     0
## 1719 ACACCCTGTGAAATCA RP11-290F20.3 -1.1613552426     0
## 1720 ATCATGGTCCCTCAGT RP11-290F20.3  0.8236225935     0
## 1721 CCTCTGACAATCAGAA RP11-290F20.3  1.3492765367     0
## 1722 ACATACGAGACACTAA RP11-290F20.3 -0.9803430647     0
## 1723 TCACAAGTCCGTAGGC RP11-290F20.3 -1.0455979643     1
## 1724 GCAGTTAGTCCAGTGC RP11-290F20.3 -1.1183780310     1
## 1725 AGTGAGGGTTACAGAA RP11-290F20.3  0.9294371959     0
## 1726 CACACAAGTAATCACC RP11-290F20.3 -1.1096762257     0
## 1727 GATCGCGAGGCTAGAC RP11-290F20.3  1.4941103528     0
## 1728 CTCGTACTCCTTTCGG RP11-290F20.3 -1.1712114727     0
## 1729 ATCCACCTCGGCGGTT RP11-290F20.3  1.6489726414     0
## 1730 GAAGCAGAGCTAGTTC RP11-290F20.3 -1.0518186010     0
## 1731 CAGTCCTAGTGTCTCA RP11-290F20.3  0.2691308346     0
## 1732 CGCTTCACAATGGATA RP11-290F20.3  0.2316839403     0
## 1733 TCCCGATTCATATCGG RP11-290F20.3  0.7688280208     0
## 1734 TGTGGTACATATACCG RP11-290F20.3  1.2126664986     0
## 1735 TACCTTACACTACAGT RP11-290F20.3 -1.0806219821     1
## 1736 GTAGGCCGTCCGTCAG RP11-290F20.3  0.2700208847     0
## 1737 CAGAATCCAATCAGAA RP11-290F20.3  1.4470003593     0
## 1738 GGATTACTCTGTGCAA RP11-290F20.3 -1.1130753528     1
## 1739 GTCGTAAGTTTGTTTC RP11-290F20.3  1.1532228714     0
## 1740 GATCGTAAGCCAGTAG RP11-290F20.3 -1.0904712004     0
## 1741 GACTACAGTTAAAGAC RP11-290F20.3  0.9067380590     0
## 1742 CATGACACAACACCTA RP11-290F20.3  1.7553170399     0
## 1743 CACCAGGTCACGCGGT RP11-290F20.3  0.2984420209     0
## 1744 GTCTTCGTCTGAGTGT RP11-290F20.3  0.2459367098     1
## 1745 CCTTCGAAGTGGGATC RP11-290F20.3  0.3731787007     0
## 1746 GTGCGGTGTCCTGCTT RP11-290F20.3  0.9644807811     0
## 1747 GTCACAACATGCCTTC RP11-290F20.3 -1.0708954694     1
## 1748 CAGAGAGTCAGTCAGT RP11-290F20.3  0.8630848675     0
## 1749 GTGCGGTGTACTCTCC RP11-290F20.3  0.8290380731     0
## 1750 CAGCTAATCAAGATCC RP11-290F20.3  0.3262076212     1
## 1751 CAAGATCGTTGGGACA RP11-290F20.3 -1.0765179338     0
## 1752 TTTATGCCATCACAAC RP11-290F20.3  1.5904554271     0
## 1753 CGGTTAATCCCAAGTA RP11-290F20.3  0.2514728106     0
## 1754 TAGCCGGTCCGTAGTA RP11-290F20.3  0.3637303719     1
## 1755 ACGAGCCGTGTTTGTG RP11-290F20.3  0.2070074143     0
## 1756 AGCATACCAAACCCAT RP11-290F20.3  0.8236310310     0
## 1757 GAAATGATCAACACTG RP11-290F20.3  0.3457657972     0
## 1758 TATCTCACATAACCTG RP11-290F20.3  0.2426972336     0
## 1759 CCGTACTCACTTCTGC RP11-290F20.3 -1.0609248121     1
## 1760 CTAGAGTTCAGAGGTG RP11-290F20.3  0.2530330132     0
## 1761 CTGATAGCATACAGCT RP11-290F20.3 -1.1133226128     0
## 1762 TCGAGGCCACGGTAGA RP11-290F20.3 -1.1062424644     1
## 1763 GATCAGTTCACTTATC RP11-290F20.3  0.7227040155     0
## 1764 GTTTCTAAGCCCTAAT RP11-290F20.3  0.1873362924     0
## 1765 CAGCTGGAGGAATTAC RP11-290F20.3  0.3746364018     1
## 1766 AGAGTGGTCGATCCCT RP11-290F20.3  0.3617054394     0
## 1767 CATGGCGCAACTGCTA RP11-290F20.3 -1.1511418777     0
## 1768 CTGGTCTGTATATGGA RP11-290F20.3 -1.0441199853     1
## 1769 CGTCACTCACAGGAGT RP11-290F20.3  0.2549004537     0
## 1770 AACTGGTTCAACCAAC RP11-290F20.3 -1.0438652913     1
## 1771 CCATTCGCAGGGAGAG RP11-290F20.3 -1.1011613463     0
## 1772 CATCAGATCTTCAACT RP11-290F20.3 -1.0851681669     0
## 1773 GAATGAATCAGGCAAG RP11-290F20.3  0.7791021847     0
## 1774 TGTCCCATCGAATGCT RP11-290F20.3  0.3637861607     0
## 1775 AGTGGGACAGCCAATT RP11-290F20.3  0.3717800389     0
## 1776 AGAGCTTTCACATGCA RP11-290F20.3  1.3223008689     0
## 1777 TGCGGGTTCTGCAGTA RP11-290F20.3  0.3816468859     0
## 1778 GTCGTAAGTCGGCACT RP11-290F20.3 -1.2635336816     0
## 1779 CTCGAGGTCGGAGCAA RP11-290F20.3 -1.0891618652     0
## 1780 CTACACCAGATGAGAG RP11-290F20.3 -1.0415854839     0
## 1781 ACGGCCATCTTACCTA RP11-290F20.3  0.9416642216     0
## 1782 CCCAGTTCACACCGAC RP11-290F20.3 -1.0140198828     1
## 1783 TCGGGACTCGGATGGA RP11-290F20.3  0.4190351251     1
## 1784 CATCGGGTCCCGACTT RP11-290F20.3 -1.0345336715     1
## 1785 CTTAACTGTAAGGATT RP11-290F20.3 -1.0186093202     0
## 1786 AACCATGAGCGTAATA RP11-290F20.3  0.9827088619     0
## 1787 TCAGATGGTCTTCTCG RP11-290F20.3  0.3553551656     0
## 1788 CTCACACTCCCAACGG RP11-290F20.3 -1.0249327251     0
## 1789 CCATGTCAGGATGGAA RP11-290F20.3 -1.1111277511     0
## 1790 GGGTCTGGTACTTGAC RP11-290F20.3 -1.0701671508     0
## 1791 GGAACTTCACAGTCGC RP11-290F20.3  0.3810021031     0
## 1792 GACCTGGCACATCCAA RP11-290F20.3  0.9112500650     0
## 1793 CAGTCCTCAAGACACG RP11-290F20.3 -1.0428523645     1
## 1794 AGATCTGCATATGGTC RP11-290F20.3 -1.1089132345     0
## 1795 CATCAGAGTATTCTCT RP11-290F20.3 -1.0215912902     0
## 1796 TGCACCTTCGATAGAA RP11-290F20.3 -1.0827596189     0
## 1797 CCTACACTCCCAAGTA RP11-290F20.3  1.2697681301     0
## 1798 ACTTTCATCGTAGATC RP11-290F20.3 -1.1192686334     1
## 1799 TTGCGTCCACCATGTA RP11-290F20.3 -1.0531960646     0
## 1800 AAATGCCAGGTGCTAG RP11-290F20.3 -1.1627226092     0
## 1801 ATGCGATGTCCATCCT RP11-290F20.3  0.3942362780     1
## 1802 CCAGCGAAGCCACTAT RP11-290F20.3 -1.0456073966     0
## 1803 TACTTGTAGTGTACTC RP11-290F20.3  1.8018515097     0
## 1804 AGGGATGTCTCGCTTG RP11-290F20.3 -1.0407960127     1
## 1805 TGTCCCAGTATTAGCC RP11-290F20.3  0.3654408729     0
## 1806 TGCTACCTCGCACTCT RP11-290F20.3 -0.9856798299     0
## 1807 GTAACGTCAGTATAAG RP11-290F20.3 -1.0196574703     1
## 1808 GCGCAACGTTCGTTGA RP11-290F20.3 -1.0184325273     1
## 1809 GCGAGAACATGAGCGA RP11-290F20.3  0.9910807007     1
## 1810 TGCCCTAGTGCACCAC RP11-290F20.3 -1.0578400303     1
## 1811 CTAGAGTGTAAACACA RP11-290F20.3  1.0111578790     0
## 1812 AGTAGTCCACCGGAAA RP11-290F20.3  1.3343870915     0
## 1813 CATATTCTCAGCGATT RP11-290F20.3  0.4894472099     0
## 1814 GAATGAAGTAACGACG RP11-290F20.3  0.3364959458     0
## 1815 GATCAGTAGTACTTGC RP11-290F20.3 -1.0677237551     0
## 1816 CAAGAAACAGGATTGG RP11-290F20.3 -1.0568509804     1
## 1817 CCTATTATCAACACTG RP11-290F20.3 -1.0961895564     0
## 1818 CAGCAGCTCTGCGGCA RP11-290F20.3 -1.0758284160     0
## 1819 ATAAGAGAGCTGCGAA RP11-290F20.3 -1.0505369920     0
## 1820 AGATCTGCACCTATCC RP11-290F20.3  1.6934633832     0
## 1821 GACACGCGTAGAGCTG RP11-290F20.3  0.3580977756     0
## 1822 TACACGAAGCTAGGCA RP11-290F20.3  0.4032936880     0
## 1823 AACACGTTCCGAAGAG RP11-290F20.3 -1.0939124615     0
## 1824 TTAACTCGTGTAATGA RP11-290F20.3 -1.0789035307     1
## 1825 TGGCGCAGTTCAGACT RP11-290F20.3  0.9158114739     0
## 1826 CATCAGAGTCTAGTCA RP11-290F20.3 -1.0223952974     1
## 1827 CTAGAGTAGCATGGCA RP11-290F20.3  1.0888215991     0
## 1828 TACGGTAAGCGTGAAC RP11-290F20.3  0.3580323847     0
## 1829 TGACTTTTCGGATGTT RP11-290F20.3 -1.0080646903     1
## 1830 CTCACACTCCTACAGA RP11-290F20.3 -1.0527437721     0
## 1831 CCGTACTCACTGAAGG RP11-290F20.3  1.4405175259     0
## 1832 ATAACGCGTGGAAAGA RP11-290F20.3  0.2435347700     0
## 1833 GCTTGAAAGCTAGGCA RP11-290F20.3 -1.1028703917     1
## 1834 AAGTCTGGTGTTGGGA RP11-290F20.3  0.9950565526     0
## 1835 CGATCGGGTACAGCAG RP11-290F20.3  0.4163685194     0
## 1836 AGTAGTCTCGATGAGG RP11-290F20.3  1.6179034034     0
## 1837 CGACCTTCAGACGCTC RP11-290F20.3 -1.0516166299     1
## 1838 GCATACACATGCAACT RP11-290F20.3  1.0447196169     0
## 1839 TCCCGATTCGCAGGCT RP11-290F20.3 -1.1131488002     0
## 1840 TTAGGCAAGATCGATA RP11-290F20.3 -1.0378549382     1
## 1841 TCGTACCAGGCAAAGA RP11-290F20.3  0.3787875374     0
## 1842 GGATGTTGTATAGGGC RP11-290F20.3  1.6591724968     0
## 1843 AATCCAGCAGAGTGTG RP11-290F20.3  0.3836009268     0
## 1844 CATGCCTCACGGCCAT RP11-290F20.3  0.4720947431     1
## 1845 CTCGAAACACATGACT RP11-290F20.3  1.5026919198     0
## 1846 CTGCCTAGTTGCGTTA RP11-290F20.3  1.0748358642     0
## 1847 GGCGACTAGACAGAGA RP11-290F20.3 -1.0715175365     1
## 1848 TACAGTGGTGTAATGA RP11-290F20.3 -1.0325098142     1
## 1849 ACGAGCCTCTTATCTG RP11-290F20.3  1.8480767448     0
## 1850 GGGAATGCAAATACAG RP11-290F20.3 -1.0335963264     1
## 1851 TGCACCTGTACCGAGA RP11-290F20.3  1.4239193735     0
## 1852 ATCATCTTCAGTCAGT RP11-290F20.3  0.4455564811     0
## 1853 CATATTCGTACAGTTC RP11-290F20.3 -0.9839385005     0
## 1854 GCATGATGTTCCACTC RP11-290F20.3 -1.0152789941     0
## 1855 AAGGCAGTCACGACTA RP11-290F20.3 -1.0905554780     0
## 1856 GAAACTCTCTATCCCG RP11-290F20.3  0.3733422948     0
## 1857 AGCATACTCTGCTGTC RP11-290F20.3 -1.0564698771     1
## 1858 TGGGCGTCAGCGTTCG RP11-290F20.3 -1.0985795337     1
## 1859 TCGTAGAGTTCGTCTC RP11-290F20.3  0.2896567905     0
## 1860 GACAGAGGTACCGCTG RP11-290F20.3  0.4903839467     1
## 1861 TCTCATACACATAACC RP11-290F20.3 -1.0141721129     0
## 1862 TGGGCGTCATTGAGCT RP11-290F20.3  0.3581199215     0
## 1863 CATGACACATGTCTCC RP11-290F20.3 -1.0467842887     0
## 1864 GAATAAGGTGCACGAA RP11-290F20.3 -1.0101089546     1
## 1865 TGCGCAGCAAGCGAGT RP11-290F20.3 -0.9065726109     0
## 1866 CTTCTCTCAGCCAGAA RP11-290F20.3  0.3406334053     0
## 1867 AAGCCGCAGTGGCACA RP11-290F20.3 -0.9883363778     0
## 1868 CTCTACGAGTGGACGT RP11-290F20.3  1.0611055606     0
## 1869 GTCATTTTCTATCCCG RP11-290F20.3  1.4601866921     0
## 1870 CGAGCACAGCCACTAT RP11-290F20.3 -1.0216911359     1
## 1871 AGTAGTCGTAACGACG RP11-290F20.3  1.0981562562     0
## 1872 GACGTGCAGAGGGATA RP11-290F20.3 -1.1556906689     0
## 1873 GTCTTCGTCCAACCAA RP11-290F20.3  0.3719064989     0
## 1874 CAAGGCCTCGCCCTTA RP11-290F20.3  1.0242849670     0
## 1875 TGTGGTACATGGTTGT RP11-290F20.3  0.4530932943     0
## 1876 CCTCAGTTCGAATGCT RP11-290F20.3 -0.9487357746     1
## 1877 ACCGTAATCTGAGGGA RP11-290F20.3 -0.9961577188     1
## 1878 GTTAAGCCAGTTCATG RP11-290F20.3 -1.0185141084     0
## 1879 CTGCCTATCAATCTCT RP11-290F20.3  0.4638418407     0
## 1880 GACGGCTTCTCCAACC RP11-290F20.3  1.0867015865     0
## 1881 TTTCCTCCAGTTCCCT RP11-290F20.3  0.3909865050     0
## 1882 GCGCCAAAGCCCTAAT RP11-290F20.3 -1.1037384675     0
## 1883 CCACCTATCCCGACTT RP11-290F20.3 -1.0265089465     1
## 1884 TTTATGCCAGGGCATA RP11-290F20.3 -1.0580134016     1
## 1885 TACAGTGTCGCGGATC RP11-290F20.3 -1.0243369321     1
## 1886 AGCTCTCCACCACGTG RP11-290F20.3  0.3788100047     0
## 1887 GTGGGTCCATTGAGCT RP11-290F20.3 -1.0751810073     1
## 1888 GGGATGACAGACTCGC RP11-290F20.3 -1.0675087059     0
## 1889 ACACCAAGTTCGGGCT RP11-290F20.3  0.9735368435     1
## 1890 TGATTTCAGCTATGCT RP11-290F20.3 -1.0120511149     1
## 1891 TGGCCAGAGAGGGCTT RP11-290F20.3  0.9929379018     0
## 1892 TCGGTAAGTAAAGTCA RP11-290F20.3  1.3883800277     0
## 1893 TGAAAGAGTCCCTTGT RP11-290F20.3 -0.9792721350     1
## 1894 CCGTGGATCGTTTATC RP11-290F20.3 -0.9347079401     1
## 1895 GAACCTATCCTCAACC RP11-290F20.3 -1.0527588126     0
## 1896 GCGCAGTCATCCAACA RP11-290F20.3  0.4503928297     1
## 1897 ACATGGTTCGCGCCAA RP11-290F20.3 -0.9993044923     1
## 1898 CTTGGCTGTACGCACC RP11-290F20.3 -1.1356315004     0
## 1899 AGATTGCAGGCCCGTT RP11-290F20.3  0.9587978199     0
## 1900 AGGCCGTGTTACGGAG RP11-290F20.3 -1.1239398844     1
## 1901 GGTGTTAGTTAAGATG RP11-290F20.3  0.5400571194     0
## 1902 GGAATAATCCTGTAGA RP11-290F20.3 -0.9802700130     1
## 1903 TATTACCGTATTAGCC RP11-290F20.3  0.4768962340     1
## 1904 ATAACGCGTTAGTGGG RP11-290F20.3  1.0680293703     0
## 1905 AAACGGGGTTATCCGA RP11-290F20.3 -1.0038153645     0
## 1906 TGTGGTATCGTTTAGG RP11-290F20.3  0.5277067947     1
## 1907 ATCACGAGTATGAATG RP11-290F20.3 -1.0465058181     1
## 1908 CAGCAGCTCACCTCGT RP11-290F20.3 -0.9914900672     0
## 1909 CCAATCCGTATTACCG RP11-290F20.3 -0.9916457309     1
## 1910 TTCTACATCACATAGC RP11-290F20.3  1.5546190247     0
## 1911 TGTCCCATCGTATCAG RP11-290F20.3  2.1261823041     0
## 1912 AGCTCTCAGTGTTTGC RP11-290F20.3 -1.1112443812     0
## 1913 CAACCTCAGTAACCCT RP11-290F20.3  2.1131611112     0
## 1914 GTGGGTCAGGTAAACT RP11-290F20.3  0.9451473517     0
## 1915 TAAGTGCCACGTCAGC RP11-290F20.3  1.4166753763     1
## 1916 GACCTGGCAGCCACCA RP11-290F20.3  0.3893838700     0
## 1917 ACAGCCGCAGGATCGA RP11-290F20.3 -1.0369277053     0
## 1918 AACTCCCCAGCTCGCA RP11-290F20.3  0.4052310970     0
## 1919 GGAAAGCGTCTCTCGT RP11-290F20.3 -1.0961425314     0
## 1920 CGCTTCAAGCAGGTCA RP11-290F20.3 -0.9923994971     1
## 1921 GATCGCGAGAAGGGTA RP11-290F20.3  0.4901928793     1
## 1922 AAGCCGCCAGGATTGG RP11-290F20.3  0.4662062156     1
## 1923 ATTGGACGTCGTGGCT RP11-290F20.3  1.0008760359     0
## 1924 CCCATACCACTAAGTC RP11-290F20.3  2.2825911268     0
## 1925 TCTCTAATCCCATTTA RP11-290F20.3  0.5644215239     1
## 1926 TCGTAGAGTGGTACAG RP11-290F20.3 -1.0486027027     1
## 1927 AAACGGGAGAGACGAA RP11-290F20.3  0.4728357828     0
## 1928 GACTACATCACCACCT RP11-290F20.3  1.1295003977     0
## 1929 GAAACTCAGTTGAGTA RP11-290F20.3  0.5433770181     0
## 1930 CCCTCCTTCCTCCTAG RP11-290F20.3  0.4059733373     1
## 1931 GCGACCATCACGGTTA RP11-290F20.3  0.5595781509     0
## 1932 TCTCTAAAGAGTCGGT RP11-290F20.3 -1.0789515144     1
## 1933 GGCTCGATCTCACATT RP11-290F20.3 -1.1472914196     0
## 1934 CTGATAGAGGCAGGTT RP11-290F20.3 -1.0973388153     1
## 1935 CATGCCTAGGAGTTTA RP11-290F20.3 -1.0933646637     1
## 1936 TGGCTGGTCAGCCTAA RP11-290F20.3  0.5234244104     0
## 1937 TCAGATGTCGTTACAG RP11-290F20.3  0.4519325678     0
## 1938 CAGCTGGGTTATGTGC RP11-290F20.3 -1.0251839757     0
## 1939 GGAACTTAGTCGTACT RP11-290F20.3  1.1150947974     0
## 1940 CCGGGATCACCGGAAA RP11-290F20.3 -0.9844102478     1
## 1941 CCTTCGATCAAAGACA RP11-290F20.3 -1.0276629154     0
## 1942 CGAGAAGGTATCGCAT RP11-290F20.3 -0.9954814921     1
## 1943 CCTAAAGAGACTGGGT RP11-290F20.3  1.5170022196     0
## 1944 CAGATCACATTGGCGC RP11-290F20.3 -1.0074388820     1
## 1945 CTAGCCTAGCTGGAAC RP11-290F20.3  0.3774897675     1
## 1946 ATTGGTGTCTCGTATT RP11-290F20.3  0.5692119637     0
## 1947 GGGAATGTCAAAGTAG RP11-290F20.3  0.4450861456     1
## 1948 CCATGTCCACGGCCAT RP11-290F20.3  0.4679837851     0
## 1949 GGCAATTCATATGGTC RP11-290F20.3 -1.0922033554     0
## 1950 CTGTGCTCATGTCCTC RP11-290F20.3 -1.0617603273     0
## 1951 TTAACTCCAACGCACC RP11-290F20.3  1.1455189920     0
## 1952 CGAACATAGCGGCTTC RP11-290F20.3  0.4878303928     0
## 1953 TCGCGTTAGGCACATG RP11-290F20.3  0.4422988560     1
## 1954 GGGTTGCCAAACTGCT RP11-290F20.3 -0.9676886145     0
## 1955 ATAAGAGCAGGTGCCT RP11-290F20.3 -1.0361198005     1
## 1956 CGGACACGTATTCGTG RP11-290F20.3  2.5000000000     0
## 1957 CTGATAGTCACGACTA RP11-290F20.3 -1.0884029330     0
## 1958 GAACATCGTGAGTATA RP11-290F20.3 -0.9967070879     0
## 1959 TGCTACCAGTGGTCCC RP11-290F20.3  1.7479208100     0
## 1960 GCTGGGTAGTCTTGCA RP11-290F20.3  1.1032367171     0
## 1961 TACGGATGTCTAACGT RP11-290F20.3  0.5634390184     0
## 1962 TGGGCGTCAATGGATA RP11-290F20.3 -0.9611815423     1
## 1963 CTGCTGTCATTTGCTT RP11-290F20.3 -0.9897499895     0
## 1964 GGGCATCAGCAGCCTC RP11-290F20.3 -1.1112694322     1
## 1965 CGTGAGCAGACTAGAT RP11-290F20.3 -1.0734319931     0
## 1966 CAGCGACCACACCGAC RP11-290F20.3  1.5882106625     0
## 1967 CCCAATCCAGTTAACC RP11-290F20.3  2.3749344201     0
## 1968 CAGCGACTCAGCGACC RP11-290F20.3  0.4939997498     0
## 1969 GAGCAGAAGCTATGCT RP11-290F20.3 -0.9765885030     0
## 1970 CTCTGGTTCACTTCAT RP11-290F20.3  1.2051040065     0
## 1971 CGCGTTTCAGCTGTGC RP11-290F20.3 -1.0190924979     1
## 1972 GGACGTCCACCTCGGA RP11-290F20.3  1.0376297775     0
## 1973 TAGTTGGAGAGTTGGC RP11-290F20.3  0.4947039045     0
## 1974 ATTGGTGTCGGAATCT RP11-290F20.3 -1.0410915863     0
## 1975 GAATGAACACGGCCAT RP11-290F20.3  1.7871359915     0
## 1976 GTGCATACAAGGTGTG RP11-290F20.3  0.3754426697     0
## 1977 GGAATAAGTCGGCACT RP11-290F20.3 -0.9179460295     0
## 1978 ACCCACTTCCAAAGTC RP11-290F20.3  0.9088697149     0
## 1979 ACTATCTCAATTCCTT RP11-290F20.3  0.5575498226     1
## 1980 AGCATACAGTGGGATC RP11-290F20.3  1.2000625501     0
## 1981 GTCATTTTCCGCATCT        FCER1A  0.3678042569     1
## 1982 ATAAGAGAGGAGTTGC        FCER1A  0.4202243744     1
## 1983 CATTATCCATGGTCTA        FCER1A -0.1095150625     0
## 1984 CTTAGGAGTGGCGAAT        FCER1A  0.1102093559     0
## 1985 CATCAGAAGCACCGCT        FCER1A  0.3142158275     0
## 1986 GCGGGTTAGTAGCCGA        FCER1A -0.0107346719     0
## 1987 CAGAGAGAGCGCCTTG        FCER1A  0.1719595014     0
## 1988 CTGAAGTCAGACACTT        FCER1A -0.2952147381     0
## 1989 GGACGTCCAGGTGCCT        FCER1A  2.5000000000     1
## 1990 AAAGCAAGTGGTGTAG        FCER1A -0.2624746292     0
## 1991 TCTCATACAGGGCATA        FCER1A -0.1270662273     0
## 1992 AACTCAGGTACTCGCG        FCER1A  0.0366624288     0
## 1993 CACATTTGTGAGTATA        FCER1A -0.3103993699     0
## 1994 ACTTTCAAGGTGTTAA        FCER1A  0.9587471169     1
## 1995 TGCCCATCAGACGCAA        FCER1A -0.3780021861     0
## 1996 CTAAGACCAATGCCAT        FCER1A -0.1943823411     0
## 1997 CGGAGCTCATTTGCTT        FCER1A -0.4375016862     0
## 1998 GAGCAGATCGACGGAA        FCER1A  0.9897464360     0
## 1999 TAAACCGAGATCGATA        FCER1A -0.3118424439     0
## 2000 GTCTCGTGTACATCCA        FCER1A -0.0620924688     0
## 2001 GTATCTTAGACCCACC        FCER1A  1.6562570219     1
## 2002 GAGCAGAAGAGCCTAG        FCER1A -0.3273423063     1
## 2003 GTGCAGCTCACATAGC        FCER1A -0.3606962933     0
## 2004 CCTATTAGTAAACCTC        FCER1A -0.3798013920     0
## 2005 AGAGTGGAGTTTAGGA        FCER1A -0.3602942480     0
## 2006 TACGGGCAGGTGATTA        FCER1A -0.1019320398     0
## 2007 ACTATCTCAATCTACG        FCER1A -0.3654717144     0
## 2008 CGAGCCATCAGGCAAG        FCER1A -0.2113296933     0
## 2009 CGAATGTCAATTGCTG        FCER1A  0.6588851055     0
## 2010 TACGGTATCGTTACGA        FCER1A -0.3343810879     0
## 2011 CTGTGCTCAAGGTGTG        FCER1A -0.2419922709     0
## 2012 CCATGTCGTAACGACG        FCER1A  1.4797381978     0
## 2013 TGCTGCTAGACACTAA        FCER1A -0.3038818948     0
## 2014 ACGGGTCTCGCTTAGA        FCER1A -0.2056124483     0
## 2015 ACGAGGAAGGCTAGCA        FCER1A -0.1839129558     0
## 2016 GCACTCTGTCGGCACT        FCER1A  1.3411312932     0
## 2017 ATCATGGGTTTAAGCC        FCER1A -0.4908797005     0
## 2018 GCATGTAGTAAAGGAG        FCER1A  0.0273742355     0
## 2019 CAACTAGAGTGGGCTA        FCER1A -0.2353157116     0
## 2020 AACACGTCAATCAGAA        FCER1A  2.4282712922     1
## 2021 AAAGTAGGTGTCTGAT        FCER1A -0.5373580407     1
## 2022 CTCATTATCGCTGATA        FCER1A -0.7809552428     0
## 2023 TACTCGCCAACGCACC        FCER1A -0.5851838489     0
## 2024 GGACATTGTCCTGCTT        FCER1A  1.6826485420     1
## 2025 ACTGAACAGAGCTGGT        FCER1A -0.3643644350     0
## 2026 CTCGGGAAGTGCAAGC        FCER1A -0.3034647579     0
## 2027 AGCTCCTAGCATGGCA        FCER1A -0.3124353453     0
## 2028 TATTACCGTCGACTGC        FCER1A -0.5166052352     0
## 2029 GAACGGACATTTCACT        FCER1A -0.5418571809     0
## 2030 CACAAACTCCCGGATG        FCER1A -0.5840274867     0
## 2031 GCTCCTAAGGGAGTAA        FCER1A -0.5844461719     0
## 2032 GACTAACCATCACGTA        FCER1A  2.5000000000     1
## 2033 TACTCGCTCTTAACCT        FCER1A -0.5492232803     0
## 2034 AGGCCGTCAGGAACGT        FCER1A -0.6803980590     0
## 2035 CCACTACAGTGCTGCC        FCER1A -0.0647607178     0
## 2036 ATCCACCCAAGCCGTC        FCER1A -0.6703025542     0
## 2037 GAGTCCGAGACTGTAA        FCER1A -0.4072729016     0
## 2038 AAGCCGCCAGAAGCAC        FCER1A -0.4837295302     0
## 2039 GACACGCCAGATTGCT        FCER1A  1.0573882824     0
## 2040 CGACTTCAGGCTACGA        FCER1A -0.5997611294     0
## 2041 GGGTTGCCAGTAAGCG        FCER1A -0.3642384154     0
## 2042 AGTGAGGGTCAGAATA        FCER1A -0.4202386706     0
## 2043 GATCTAGCAGCCACCA        FCER1A -0.6608205197     0
## 2044 ACGAGGACAAGACGTG        FCER1A -0.2881236847     0
## 2045 CATATGGCAAGCCGCT        FCER1A -0.2162245480     0
## 2046 TTATGCTCAGACGCTC        FCER1A -0.6985766845     0
## 2047 AGTGTCAAGTCGCCGT        FCER1A -0.5411995279     0
## 2048 AAGGCAGGTCTGCCAG        FCER1A -0.4773795902     0
## 2049 TCAGGATAGCCCGAAA        FCER1A -0.3692880675     0
## 2050 CCACTACCACTAGTAC        FCER1A -0.6376755516     1
## 2051 AGCAGCCTCGCCAAAT        FCER1A -0.4459496318     0
## 2052 CTGCCTATCCATGCTC        FCER1A -0.3677462271     0
## 2053 GCTGCAGCATAGTAAG        FCER1A -0.5791159668     0
## 2054 GCGCAGTTCAGTTCGA        FCER1A  0.9195574139     1
## 2055 GGGCATCGTAGCGCTC        FCER1A  0.8397724404     0
## 2056 CTAATGGGTTACGTCA        FCER1A -0.6300811872     0
## 2057 ATTCTACGTTATCGGT        FCER1A -0.7997692481     0
## 2058 GAAATGATCAGCTGGC        FCER1A -0.4201083617     0
## 2059 TGCTACCTCGTCCAGG        FCER1A -0.4314883795     0
## 2060 ACATGGTCACTTACGA        FCER1A -0.6530338308     0
## 2061 ACTTTCAAGCGTTGCC        FCER1A -0.5795568815     0
## 2062 CCTACACGTAAACCTC        FCER1A -0.5345234163     0
## 2063 ATTGGTGAGATCCCAT        FCER1A -0.2433167218     0
## 2064 CCGGGATCACAGACAG        FCER1A -0.4947639432     0
## 2065 CAGTAACTCTCTTGAT        FCER1A -0.6399146399     0
## 2066 ATCTACTCAATAGCGG        FCER1A -0.5710293606     0
## 2067 ACCCACTGTTAAGAAC        FCER1A -0.6405858481     1
## 2068 ACATACGTCTGCTTGC        FCER1A -0.4549672013     0
## 2069 CGTCTACGTTGAACTC        FCER1A -0.1689508581     0
## 2070 ATTATCCCAGCAGTTT        FCER1A -0.3655991295     0
## 2071 GAAACTCTCGTTACGA        FCER1A -0.3900044640     0
## 2072 GATGAAACATCATCCC        FCER1A -0.5448015370     0
## 2073 CACAGTATCTGTCCGT        FCER1A -0.2117992612     0
## 2074 TGAAAGAAGGAGCGAG        FCER1A -0.4862161780     0
## 2075 CCGGTAGAGACCGGAT        FCER1A -0.5192861653     0
## 2076 TGCGGGTTCTAACCGA        FCER1A  2.2080612720     1
## 2077 GGCGACTTCGCGCCAA        FCER1A -0.4357249568     0
## 2078 GGGATGAAGTCGCCGT        FCER1A -0.5460829926     0
## 2079 GATTCAGGTACAGACG        FCER1A -0.4838301120     0
## 2080 TAGACCACAAGAAGAG        FCER1A -0.4168616655     0
## 2081 AATCCAGGTCAGAGGT        FCER1A  2.1857375833     1
## 2082 TGAGCCGCAATGGACG        FCER1A -0.2438651735     0
## 2083 CACATAGGTACTCTCC        FCER1A -0.2793145228     0
## 2084 CATGGCGAGCAATATG        FCER1A  1.4631426052     1
## 2085 CAGTAACGTTATTCTC        FCER1A -0.4040029173     1
## 2086 GCGAGAAGTTCCGTCT        FCER1A -0.4547205194     0
## 2087 TTTACTGGTCCCTTGT        FCER1A -0.3389765698     1
## 2088 ATCATGGCACGAAATA        FCER1A -0.4076313003     0
## 2089 CGCCAAGAGGCAGTCA        FCER1A -0.6796589427     0
## 2090 CGTCCATGTCCAGTAT        FCER1A -0.5031815166     0
## 2091 TGGCGCATCCATTCTA        FCER1A -0.3497672531     0
## 2092 CCCATACGTAGCTTGT        FCER1A -0.2405592434     0
## 2093 GCATGCGGTGCTGTAT        FCER1A -0.3756667419     0
## 2094 TTCTTAGCATGCTAGT        FCER1A -0.2625336424     0
## 2095 TGCGCAGAGTGGACGT        FCER1A -0.7655557142     1
## 2096 ATTATCCGTTGCTCCT        FCER1A -0.6072001422     0
## 2097 AGAATAGAGACTAGGC        FCER1A -0.5566203252     0
## 2098 CCTACACAGCTGCAAG        FCER1A -0.5644437284     1
## 2099 GACAGAGAGTGCTGCC        FCER1A -0.5462091600     0
## 2100 GTTCGGGTCCCAAGAT        FCER1A -0.2403856375     0
## 2101 AGTAGTCGTAAGCACG        FCER1A -0.3841279441     0
## 2102 CTCACACGTACCTACA        FCER1A -0.7419914461     0
## 2103 GCAGTTAAGTGGGTTG        FCER1A  1.2051557560     0
## 2104 GTCAAGTCAGCTCGAC        FCER1A -0.2184239951     1
## 2105 GCTGCGATCCCTAACC        FCER1A  0.5229620066     1
## 2106 GATCGTATCCCTAACC        FCER1A -0.5309344485     0
## 2107 TGAGAGGTCCGTAGTA        FCER1A -0.6479158738     0
## 2108 CTCGTCAGTGCACTTA        FCER1A -0.4195853298     0
## 2109 AGCATACAGCAAATCA        FCER1A -0.5323240876     0
## 2110 TCGGGACGTGTCAATC        FCER1A -0.5347376182     0
## 2111 ATGCGATGTAAACACA        FCER1A -0.3855731050     0
## 2112 CATGACACACAACGTT        FCER1A -0.1007421851     0
## 2113 GCTTGAAGTGCTAGCC        FCER1A -0.0455542276     0
## 2114 TTTGGTTTCTCTTATG        FCER1A -0.4326313631     0
## 2115 ACACCCTGTGAAATCA        FCER1A -0.1563240530     0
## 2116 ATCATGGTCCCTCAGT        FCER1A -0.3743697492     0
## 2117 CCTCTGACAATCAGAA        FCER1A -0.6837585421     0
## 2118 ACATACGAGACACTAA        FCER1A -1.0210744935     0
## 2119 TCACAAGTCCGTAGGC        FCER1A -0.7843970702     1
## 2120 GCAGTTAGTCCAGTGC        FCER1A  2.5000000000     1
## 2121 AGTGAGGGTTACAGAA        FCER1A -0.5578367316     0
## 2122 CACACAAGTAATCACC        FCER1A -0.5944498025     0
## 2123 GATCGCGAGGCTAGAC        FCER1A -0.3136154028     0
## 2124 CTCGTACTCCTTTCGG        FCER1A -0.1880025854     0
## 2125 ATCCACCTCGGCGGTT        FCER1A -0.4921747779     0
## 2126 GAAGCAGAGCTAGTTC        FCER1A -0.6748870923     0
## 2127 CAGTCCTAGTGTCTCA        FCER1A -0.3543742072     0
## 2128 CGCTTCACAATGGATA        FCER1A -0.3323850699     0
## 2129 TCCCGATTCATATCGG        FCER1A -0.4734158525     0
## 2130 TGTGGTACATATACCG        FCER1A -0.3647676484     0
## 2131 TACCTTACACTACAGT        FCER1A  0.6697795498     1
## 2132 GTAGGCCGTCCGTCAG        FCER1A -0.5264317055     0
## 2133 CAGAATCCAATCAGAA        FCER1A -0.4077606305     0
## 2134 GGATTACTCTGTGCAA        FCER1A -0.5550457652     1
## 2135 GTCGTAAGTTTGTTTC        FCER1A -0.3210489177     0
## 2136 GATCGTAAGCCAGTAG        FCER1A -0.5645768708     0
## 2137 GACTACAGTTAAAGAC        FCER1A -0.6542064496     0
## 2138 CATGACACAACACCTA        FCER1A -0.7986735744     0
## 2139 CACCAGGTCACGCGGT        FCER1A -0.3799705170     0
## 2140 GTCTTCGTCTGAGTGT        FCER1A -0.2280675993     1
## 2141 CCTTCGAAGTGGGATC        FCER1A -0.6913498017     0
## 2142 GTGCGGTGTCCTGCTT        FCER1A -0.6049316078     0
## 2143 GTCACAACATGCCTTC        FCER1A  1.3080291641     1
## 2144 CAGAGAGTCAGTCAGT        FCER1A -0.6000728613     0
## 2145 GTGCGGTGTACTCTCC        FCER1A -0.4738505021     0
## 2146 CAGCTAATCAAGATCC        FCER1A  0.7187048885     1
## 2147 CAAGATCGTTGGGACA        FCER1A -0.6796589427     0
## 2148 TTTATGCCATCACAAC        FCER1A -0.5763361248     0
## 2149 CGGTTAATCCCAAGTA        FCER1A  0.6945074051     0
## 2150 TAGCCGGTCCGTAGTA        FCER1A  1.9953945064     1
## 2151 ACGAGCCGTGTTTGTG        FCER1A -0.2981517516     0
## 2152 AGCATACCAAACCCAT        FCER1A  0.9854783104     0
## 2153 GAAATGATCAACACTG        FCER1A -0.6082159738     0
## 2154 TATCTCACATAACCTG        FCER1A -0.4061823550     0
## 2155 CCGTACTCACTTCTGC        FCER1A  2.5000000000     1
## 2156 CTAGAGTTCAGAGGTG        FCER1A -0.4290101666     0
## 2157 CTGATAGCATACAGCT        FCER1A -0.5042964934     0
## 2158 TCGAGGCCACGGTAGA        FCER1A  2.5000000000     1
## 2159 GATCAGTTCACTTATC        FCER1A -0.2936361119     0
## 2160 GTTTCTAAGCCCTAAT        FCER1A -0.3860404340     0
## 2161 CAGCTGGAGGAATTAC        FCER1A  2.3768909108     1
## 2162 AGAGTGGTCGATCCCT        FCER1A -0.7937309132     0
## 2163 CATGGCGCAACTGCTA        FCER1A -0.3846091421     0
## 2164 CTGGTCTGTATATGGA        FCER1A  2.1137735867     1
## 2165 CGTCACTCACAGGAGT        FCER1A -0.4793573178     0
## 2166 AACTGGTTCAACCAAC        FCER1A  2.4546914257     1
## 2167 CCATTCGCAGGGAGAG        FCER1A -0.4038021734     0
## 2168 CATCAGATCTTCAACT        FCER1A -0.5514660813     0
## 2169 GAATGAATCAGGCAAG        FCER1A -0.3116850846     0
## 2170 TGTCCCATCGAATGCT        FCER1A -0.7354310795     0
## 2171 AGTGGGACAGCCAATT        FCER1A -0.6917097928     0
## 2172 AGAGCTTTCACATGCA        FCER1A -0.5116888572     0
## 2173 TGCGGGTTCTGCAGTA        FCER1A  0.6916944859     0
## 2174 GTCGTAAGTCGGCACT        FCER1A  0.0843967669     0
## 2175 CTCGAGGTCGGAGCAA        FCER1A -0.5264798376     0
## 2176 CTACACCAGATGAGAG        FCER1A  0.7721189491     0
## 2177 ACGGCCATCTTACCTA        FCER1A -0.5724921225     0
## 2178 CCCAGTTCACACCGAC        FCER1A  1.8375402795     1
## 2179 TCGGGACTCGGATGGA        FCER1A  1.4668499357     1
## 2180 CATCGGGTCCCGACTT        FCER1A -0.6365615373     1
## 2181 CTTAACTGTAAGGATT        FCER1A -0.7573873464     0
## 2182 AACCATGAGCGTAATA        FCER1A -0.6727433727     0
## 2183 TCAGATGGTCTTCTCG        FCER1A -0.5802694216     0
## 2184 CTCACACTCCCAACGG        FCER1A  0.7485706381     0
## 2185 CCATGTCAGGATGGAA        FCER1A -0.3726022832     0
## 2186 GGGTCTGGTACTTGAC        FCER1A -0.6183935022     0
## 2187 GGAACTTCACAGTCGC        FCER1A -0.6646047956     0
## 2188 GACCTGGCACATCCAA        FCER1A -0.4016626649     0
## 2189 CAGTCCTCAAGACACG        FCER1A  1.3922435725     1
## 2190 AGATCTGCATATGGTC        FCER1A -0.3696586144     0
## 2191 CATCAGAGTATTCTCT        FCER1A  1.2662423842     0
## 2192 TGCACCTTCGATAGAA        FCER1A -0.5508993935     0
## 2193 CCTACACTCCCAAGTA        FCER1A -0.5562023099     0
## 2194 ACTTTCATCGTAGATC        FCER1A  1.4978357781     1
## 2195 TTGCGTCCACCATGTA        FCER1A -0.6758369245     0
## 2196 AAATGCCAGGTGCTAG        FCER1A -0.2825424521     0
## 2197 ATGCGATGTCCATCCT        FCER1A  1.3763303434     1
## 2198 CCAGCGAAGCCACTAT        FCER1A -0.6242659948     0
## 2199 TACTTGTAGTGTACTC        FCER1A -0.7596940187     0
## 2200 AGGGATGTCTCGCTTG        FCER1A  2.2678602842     1
## 2201 TGTCCCAGTATTAGCC        FCER1A -0.7938371246     0
## 2202 TGCTACCTCGCACTCT        FCER1A  2.4367735243     0
## 2203 GTAACGTCAGTATAAG        FCER1A  2.5000000000     1
## 2204 GCGCAACGTTCGTTGA        FCER1A  2.5000000000     1
## 2205 GCGAGAACATGAGCGA        FCER1A  1.9802260025     1
## 2206 TGCCCTAGTGCACCAC        FCER1A  2.0037216186     1
## 2207 CTAGAGTGTAAACACA        FCER1A -0.4224255816     0
## 2208 AGTAGTCCACCGGAAA        FCER1A -0.4997841111     0
## 2209 CATATTCTCAGCGATT        FCER1A  0.4651807734     0
## 2210 GAATGAAGTAACGACG        FCER1A -0.3548181138     0
## 2211 GATCAGTAGTACTTGC        FCER1A -0.5600434807     0
## 2212 CAAGAAACAGGATTGG        FCER1A  2.5000000000     1
## 2213 CCTATTATCAACACTG        FCER1A -0.5487445472     0
## 2214 CAGCAGCTCTGCGGCA        FCER1A -0.4825162165     0
## 2215 ATAAGAGAGCTGCGAA        FCER1A -0.7014814718     0
## 2216 AGATCTGCACCTATCC        FCER1A -0.7666997388     0
## 2217 GACACGCGTAGAGCTG        FCER1A -0.5797105269     0
## 2218 TACACGAAGCTAGGCA        FCER1A -0.6885936605     0
## 2219 AACACGTTCCGAAGAG        FCER1A -0.5298872244     0
## 2220 TTAACTCGTGTAATGA        FCER1A  0.7414019662     1
## 2221 TGGCGCAGTTCAGACT        FCER1A -0.4006850040     0
## 2222 CATCAGAGTCTAGTCA        FCER1A -0.7849304635     1
## 2223 CTAGAGTAGCATGGCA        FCER1A -0.9874085897     0
## 2224 TACGGTAAGCGTGAAC        FCER1A -0.3242899161     0
## 2225 TGACTTTTCGGATGTT        FCER1A -0.7829324708     1
## 2226 CTCACACTCCTACAGA        FCER1A -0.5988822344     0
## 2227 CCGTACTCACTGAAGG        FCER1A -0.2535430485     0
## 2228 ATAACGCGTGGAAAGA        FCER1A -0.5618749809     0
## 2229 GCTTGAAAGCTAGGCA        FCER1A  2.1704596138     1
## 2230 AAGTCTGGTGTTGGGA        FCER1A -0.7337189698     0
## 2231 CGATCGGGTACAGCAG        FCER1A -0.6589634997     0
## 2232 AGTAGTCTCGATGAGG        FCER1A -0.4914929371     0
## 2233 CGACCTTCAGACGCTC        FCER1A  2.5000000000     1
## 2234 GCATACACATGCAACT        FCER1A -0.5970307260     0
## 2235 TCCCGATTCGCAGGCT        FCER1A -0.2482791866     0
## 2236 TTAGGCAAGATCGATA        FCER1A  2.5000000000     1
## 2237 TCGTACCAGGCAAAGA        FCER1A -0.6825027266     0
## 2238 GGATGTTGTATAGGGC        FCER1A -0.8360855612     0
## 2239 AATCCAGCAGAGTGTG        FCER1A -0.4798176869     0
## 2240 CATGCCTCACGGCCAT        FCER1A  2.5000000000     1
## 2241 CTCGAAACACATGACT        FCER1A -0.8798512648     0
## 2242 CTGCCTAGTTGCGTTA        FCER1A -0.7155699431     0
## 2243 GGCGACTAGACAGAGA        FCER1A  1.5760032294     1
## 2244 TACAGTGGTGTAATGA        FCER1A  2.0269252013     1
## 2245 ACGAGCCTCTTATCTG        FCER1A -0.3017877627     0
## 2246 GGGAATGCAAATACAG        FCER1A  0.8294732592     1
## 2247 TGCACCTGTACCGAGA        FCER1A -0.8280331935     0
## 2248 ATCATCTTCAGTCAGT        FCER1A -0.7191259111     0
## 2249 CATATTCGTACAGTTC        FCER1A -0.8717396661     0
## 2250 GCATGATGTTCCACTC        FCER1A -0.7753551248     0
## 2251 AAGGCAGTCACGACTA        FCER1A -0.3854367062     0
## 2252 GAAACTCTCTATCCCG        FCER1A -0.5575917487     0
## 2253 AGCATACTCTGCTGTC        FCER1A -0.6016599252     1
## 2254 TGGGCGTCAGCGTTCG        FCER1A  1.7238138727     1
## 2255 TCGTAGAGTTCGTCTC        FCER1A  1.0130059478     0
## 2256 GACAGAGGTACCGCTG        FCER1A  2.5000000000     1
## 2257 TCTCATACACATAACC        FCER1A  0.4939083046     0
## 2258 TGGGCGTCATTGAGCT        FCER1A -0.2637502344     0
## 2259 CATGACACATGTCTCC        FCER1A -0.6919527660     0
## 2260 GAATAAGGTGCACGAA        FCER1A  1.1611015155     1
## 2261 TGCGCAGCAAGCGAGT        FCER1A -1.1358565093     0
## 2262 CTTCTCTCAGCCAGAA        FCER1A -0.5028101924     0
## 2263 AAGCCGCAGTGGCACA        FCER1A -0.8252281872     0
## 2264 CTCTACGAGTGGACGT        FCER1A -0.5224945297     0
## 2265 GTCATTTTCTATCCCG        FCER1A -0.6875948159     0
## 2266 CGAGCACAGCCACTAT        FCER1A -0.6354892368     1
## 2267 AGTAGTCGTAACGACG        FCER1A -0.8251770236     0
## 2268 GACGTGCAGAGGGATA        FCER1A -0.2514583672     0
## 2269 GTCTTCGTCCAACCAA        FCER1A -0.6038649330     0
## 2270 CAAGGCCTCGCCCTTA        FCER1A -0.5645050114     0
## 2271 TGTGGTACATGGTTGT        FCER1A -0.4604917051     0
## 2272 CCTCAGTTCGAATGCT        FCER1A  1.0221235949     1
## 2273 ACCGTAATCTGAGGGA        FCER1A  1.7155377086     1
## 2274 GTTAAGCCAGTTCATG        FCER1A -0.7755091717     0
## 2275 CTGCCTATCAATCTCT        FCER1A -0.7442151308     0
## 2276 GACGGCTTCTCCAACC        FCER1A -0.8167245560     0
## 2277 TTTCCTCCAGTTCCCT        FCER1A -0.7165702440     0
## 2278 GCGCCAAAGCCCTAAT        FCER1A -0.4065300469     0
## 2279 CCACCTATCCCGACTT        FCER1A  0.8380331252     1
## 2280 TTTATGCCAGGGCATA        FCER1A  1.8612690806     1
## 2281 TACAGTGTCGCGGATC        FCER1A -0.6035226871     1
## 2282 AGCTCTCCACCACGTG        FCER1A -0.3538902370     0
## 2283 GTGGGTCCATTGAGCT        FCER1A -0.4820943522     1
## 2284 GGGATGACAGACTCGC        FCER1A -0.4706892345     0
## 2285 ACACCAAGTTCGGGCT        FCER1A  1.5885129419     1
## 2286 TGATTTCAGCTATGCT        FCER1A  1.6603179617     1
## 2287 TGGCCAGAGAGGGCTT        FCER1A -0.6897355597     0
## 2288 TCGGTAAGTAAAGTCA        FCER1A -0.6620020428     0
## 2289 TGAAAGAGTCCCTTGT        FCER1A  2.5000000000     1
## 2290 CCGTGGATCGTTTATC        FCER1A -0.9827059588     1
## 2291 GAACCTATCCTCAACC        FCER1A -0.5884998149     0
## 2292 GCGCAGTCATCCAACA        FCER1A  2.2878112330     1
## 2293 ACATGGTTCGCGCCAA        FCER1A  1.5812018055     1
## 2294 CTTGGCTGTACGCACC        FCER1A -0.3090450064     0
## 2295 AGATTGCAGGCCCGTT        FCER1A -0.5615390429     0
## 2296 AGGCCGTGTTACGGAG        FCER1A  2.5000000000     1
## 2297 GGTGTTAGTTAAGATG        FCER1A -0.9821859628     0
## 2298 GGAATAATCCTGTAGA        FCER1A  2.0247792816     1
## 2299 TATTACCGTATTAGCC        FCER1A  0.8169109201     1
## 2300 ATAACGCGTTAGTGGG        FCER1A -0.6396697858     0
## 2301 AAACGGGGTTATCCGA        FCER1A  1.4063411171     0
## 2302 TGTGGTATCGTTTAGG        FCER1A  1.7620462070     1
## 2303 ATCACGAGTATGAATG        FCER1A -0.4413335985     1
## 2304 CAGCAGCTCACCTCGT        FCER1A -0.8542432674     0
## 2305 CCAATCCGTATTACCG        FCER1A  1.9165734119     1
## 2306 TTCTACATCACATAGC        FCER1A -0.7167673877     0
## 2307 TGTCCCATCGTATCAG        FCER1A -0.3918393833     0
## 2308 AGCTCTCAGTGTTTGC        FCER1A -0.2856316142     0
## 2309 CAACCTCAGTAACCCT        FCER1A -0.5160147142     0
## 2310 GTGGGTCAGGTAAACT        FCER1A -0.3225335224     0
## 2311 TAAGTGCCACGTCAGC        FCER1A -0.3533827272     1
## 2312 GACCTGGCAGCCACCA        FCER1A -0.5347982890     0
## 2313 ACAGCCGCAGGATCGA        FCER1A -0.6592937497     0
## 2314 AACTCCCCAGCTCGCA        FCER1A -0.4414898022     0
## 2315 GGAAAGCGTCTCTCGT        FCER1A -0.5754810884     0
## 2316 CGCTTCAAGCAGGTCA        FCER1A  1.9291135919     1
## 2317 GATCGCGAGAAGGGTA        FCER1A  2.2178741431     1
## 2318 AAGCCGCCAGGATTGG        FCER1A  0.8065188401     1
## 2319 ATTGGACGTCGTGGCT        FCER1A -0.5326289255     0
## 2320 CCCATACCACTAAGTC        FCER1A -0.9245780378     0
## 2321 TCTCTAATCCCATTTA        FCER1A  1.4213578734     1
## 2322 TCGTAGAGTGGTACAG        FCER1A  0.7951176494     1
## 2323 AAACGGGAGAGACGAA        FCER1A -0.8898202671     0
## 2324 GACTACATCACCACCT        FCER1A -0.8700100124     0
## 2325 GAAACTCAGTTGAGTA        FCER1A -0.7995340154     0
## 2326 CCCTCCTTCCTCCTAG        FCER1A  0.5812678975     1
## 2327 GCGACCATCACGGTTA        FCER1A -0.2727770014     0
## 2328 TCTCTAAAGAGTCGGT        FCER1A  1.4185714270     1
## 2329 GGCTCGATCTCACATT        FCER1A -0.2002256217     0
## 2330 CTGATAGAGGCAGGTT        FCER1A -0.3351798743     1
## 2331 CATGCCTAGGAGTTTA        FCER1A -0.3915032214     1
## 2332 TGGCTGGTCAGCCTAA        FCER1A -0.7131547193     0
## 2333 TCAGATGTCGTTACAG        FCER1A -0.7827438603     0
## 2334 CAGCTGGGTTATGTGC        FCER1A -0.5789524862     0
## 2335 GGAACTTAGTCGTACT        FCER1A -0.7861034381     0
## 2336 CCGGGATCACCGGAAA        FCER1A  2.2398445252     1
## 2337 CCTTCGATCAAAGACA        FCER1A -0.6410654650     0
## 2338 CGAGAAGGTATCGCAT        FCER1A  1.2553949757     1
## 2339 CCTAAAGAGACTGGGT        FCER1A -0.2698968883     0
## 2340 CAGATCACATTGGCGC        FCER1A  2.2835836052     1
## 2341 CTAGCCTAGCTGGAAC        FCER1A -0.1759810200     1
## 2342 ATTGGTGTCTCGTATT        FCER1A  0.5149816036     0
## 2343 GGGAATGTCAAAGTAG        FCER1A  1.4397058197     1
## 2344 CCATGTCCACGGCCAT        FCER1A -0.6960471635     0
## 2345 GGCAATTCATATGGTC        FCER1A -0.3645022441     0
## 2346 CTGTGCTCATGTCCTC        FCER1A -0.5544283511     0
## 2347 TTAACTCCAACGCACC        FCER1A -0.7812248768     0
## 2348 CGAACATAGCGGCTTC        FCER1A -0.5811897028     0
## 2349 TCGCGTTAGGCACATG        FCER1A  1.4574560341     1
## 2350 GGGTTGCCAAACTGCT        FCER1A  0.6458226961     0
## 2351 ATAAGAGCAGGTGCCT        FCER1A  1.7978404301     1
## 2352 CGGACACGTATTCGTG        FCER1A -1.0406928300     0
## 2353 CTGATAGTCACGACTA        FCER1A -0.3561779405     0
## 2354 GAACATCGTGAGTATA        FCER1A -0.7985145559     0
## 2355 TGCTACCAGTGGTCCC        FCER1A -0.6191958077     0
## 2356 GCTGGGTAGTCTTGCA        FCER1A -0.8621957790     0
## 2357 TACGGATGTCTAACGT        FCER1A -1.0480348331     0
## 2358 TGGGCGTCAATGGATA        FCER1A  1.9067482499     1
## 2359 CTGCTGTCATTTGCTT        FCER1A -0.6811455136     0
## 2360 GGGCATCAGCAGCCTC        FCER1A  2.2514368876     1
## 2361 CGTGAGCAGACTAGAT        FCER1A -0.4789466612     0
## 2362 CAGCGACCACACCGAC        FCER1A -0.8945118683     0
## 2363 CCCAATCCAGTTAACC        FCER1A -0.8420671922     0
## 2364 CAGCGACTCAGCGACC        FCER1A -0.8717009327     0
## 2365 GAGCAGAAGCTATGCT        FCER1A -0.8411549421     0
## 2366 CTCTGGTTCACTTCAT        FCER1A -0.4087280596     0
## 2367 CGCGTTTCAGCTGTGC        FCER1A  1.3031707953     1
## 2368 GGACGTCCACCTCGGA        FCER1A -0.5410248461     0
## 2369 TAGTTGGAGAGTTGGC        FCER1A -0.7096193448     0
## 2370 ATTGGTGTCGGAATCT        FCER1A -0.6315505457     0
## 2371 GAATGAACACGGCCAT        FCER1A -0.7189573292     0
## 2372 GTGCATACAAGGTGTG        FCER1A -0.3852972819     0
## 2373 GGAATAAGTCGGCACT        FCER1A -1.1138169105     0
## 2374 ACCCACTTCCAAAGTC        FCER1A -0.4744645295     0
## 2375 ACTATCTCAATTCCTT        FCER1A -0.7967546408     1
## 2376 AGCATACAGTGGGATC        FCER1A -0.8025009034     0
## 2377 GTCATTTTCCGCATCT      HLA-DQA1 -0.5968985062     1
## 2378 ATAAGAGAGGAGTTGC      HLA-DQA1  1.3635123897     1
## 2379 CATTATCCATGGTCTA      HLA-DQA1  0.4565060886     0
## 2380 CTTAGGAGTGGCGAAT      HLA-DQA1 -0.7955586981     0
## 2381 CATCAGAAGCACCGCT      HLA-DQA1  0.8472934910     0
## 2382 GCGGGTTAGTAGCCGA      HLA-DQA1 -0.8639852643     0
## 2383 CAGAGAGAGCGCCTTG      HLA-DQA1  0.6520855724     0
## 2384 CTGAAGTCAGACACTT      HLA-DQA1 -0.0141175932     0
## 2385 GGACGTCCAGGTGCCT      HLA-DQA1  0.5402227061     1
## 2386 AAAGCAAGTGGTGTAG      HLA-DQA1  0.9873316950     0
## 2387 TCTCATACAGGGCATA      HLA-DQA1  0.0541845579     0
## 2388 AACTCAGGTACTCGCG      HLA-DQA1  0.2282610980     0
## 2389 CACATTTGTGAGTATA      HLA-DQA1  1.2655312628     0
## 2390 ACTTTCAAGGTGTTAA      HLA-DQA1  0.0546924206     1
## 2391 TGCCCATCAGACGCAA      HLA-DQA1  1.2597722959     0
## 2392 CTAAGACCAATGCCAT      HLA-DQA1 -0.9881269188     0
## 2393 CGGAGCTCATTTGCTT      HLA-DQA1 -0.0578927100     0
## 2394 GAGCAGATCGACGGAA      HLA-DQA1  0.9511452680     0
## 2395 TAAACCGAGATCGATA      HLA-DQA1 -1.0550706102     0
## 2396 GTCTCGTGTACATCCA      HLA-DQA1  0.5593038065     0
## 2397 GTATCTTAGACCCACC      HLA-DQA1  0.7529646895     1
## 2398 GAGCAGAAGAGCCTAG      HLA-DQA1  1.8704121669     1
## 2399 GTGCAGCTCACATAGC      HLA-DQA1  0.0255890048     0
## 2400 CCTATTAGTAAACCTC      HLA-DQA1 -1.0929575932     0
## 2401 AGAGTGGAGTTTAGGA      HLA-DQA1  0.5265640112     0
## 2402 TACGGGCAGGTGATTA      HLA-DQA1  0.2682061025     0
## 2403 ACTATCTCAATCTACG      HLA-DQA1 -1.0464179524     0
## 2404 CGAGCCATCAGGCAAG      HLA-DQA1  0.6356196710     0
## 2405 CGAATGTCAATTGCTG      HLA-DQA1 -0.1143588056     0
## 2406 TACGGTATCGTTACGA      HLA-DQA1  0.9043757591     0
## 2407 CTGTGCTCAAGGTGTG      HLA-DQA1  0.1353210649     0
## 2408 CCATGTCGTAACGACG      HLA-DQA1  0.6099190639     0
## 2409 TGCTGCTAGACACTAA      HLA-DQA1 -1.0564389439     0
## 2410 ACGGGTCTCGCTTAGA      HLA-DQA1  0.1942939657     0
## 2411 ACGAGGAAGGCTAGCA      HLA-DQA1  0.1755428650     0
## 2412 GCACTCTGTCGGCACT      HLA-DQA1 -0.6303440879     0
## 2413 ATCATGGGTTTAAGCC      HLA-DQA1 -1.1923940256     0
## 2414 GCATGTAGTAAAGGAG      HLA-DQA1 -0.7251674245     0
## 2415 CAACTAGAGTGGGCTA      HLA-DQA1 -0.9382720530     0
## 2416 AACACGTCAATCAGAA      HLA-DQA1  2.5000000000     1
## 2417 AAAGTAGGTGTCTGAT      HLA-DQA1  1.5085600590     1
## 2418 CTCATTATCGCTGATA      HLA-DQA1 -0.1544068719     0
## 2419 TACTCGCCAACGCACC      HLA-DQA1  1.5457848306     0
## 2420 GGACATTGTCCTGCTT      HLA-DQA1  2.0068294079     1
## 2421 ACTGAACAGAGCTGGT      HLA-DQA1 -1.0417467438     0
## 2422 CTCGGGAAGTGCAAGC      HLA-DQA1 -0.9958763277     0
## 2423 AGCTCCTAGCATGGCA      HLA-DQA1  0.9603324366     0
## 2424 TATTACCGTCGACTGC      HLA-DQA1  0.0660012995     0
## 2425 GAACGGACATTTCACT      HLA-DQA1  0.0202036975     0
## 2426 CACAAACTCCCGGATG      HLA-DQA1 -1.2394452916     0
## 2427 GCTCCTAAGGGAGTAA      HLA-DQA1 -0.0874209986     0
## 2428 GACTAACCATCACGTA      HLA-DQA1  2.3154641580     1
## 2429 TACTCGCTCTTAACCT      HLA-DQA1  0.4771933711     0
## 2430 AGGCCGTCAGGAACGT      HLA-DQA1 -0.1492454792     0
## 2431 CCACTACAGTGCTGCC      HLA-DQA1  1.2367560078     0
## 2432 ATCCACCCAAGCCGTC      HLA-DQA1 -0.0895817885     0
## 2433 GAGTCCGAGACTGTAA      HLA-DQA1  0.1292011603     0
## 2434 AAGCCGCCAGAAGCAC      HLA-DQA1 -1.1329470973     0
## 2435 GACACGCCAGATTGCT      HLA-DQA1  0.2708447316     0
## 2436 CGACTTCAGGCTACGA      HLA-DQA1 -0.0871172679     0
## 2437 GGGTTGCCAGTAAGCG      HLA-DQA1  0.9620568126     0
## 2438 AGTGAGGGTCAGAATA      HLA-DQA1 -1.0626877809     0
## 2439 GATCTAGCAGCCACCA      HLA-DQA1 -0.1109005625     0
## 2440 ACGAGGACAAGACGTG      HLA-DQA1 -0.9504607247     0
## 2441 CATATGGCAAGCCGCT      HLA-DQA1 -0.9093265146     0
## 2442 TTATGCTCAGACGCTC      HLA-DQA1 -1.3391917099     0
## 2443 AGTGTCAAGTCGCCGT      HLA-DQA1  0.0282517342     0
## 2444 AAGGCAGGTCTGCCAG      HLA-DQA1  0.1083014795     0
## 2445 TCAGGATAGCCCGAAA      HLA-DQA1  1.2848915809     0
## 2446 CCACTACCACTAGTAC      HLA-DQA1 -0.1020628391     1
## 2447 AGCAGCCTCGCCAAAT      HLA-DQA1  0.6097249442     0
## 2448 CTGCCTATCCATGCTC      HLA-DQA1  1.0412251938     0
## 2449 GCTGCAGCATAGTAAG      HLA-DQA1  0.4777869365     0
## 2450 GCGCAGTTCAGTTCGA      HLA-DQA1 -1.0310125510     1
## 2451 GGGCATCGTAGCGCTC      HLA-DQA1 -1.0925416170     0
## 2452 CTAATGGGTTACGTCA      HLA-DQA1  0.4214341980     0
## 2453 ATTCTACGTTATCGGT      HLA-DQA1 -1.4280108870     0
## 2454 GAAATGATCAGCTGGC      HLA-DQA1 -1.0848268418     0
## 2455 TGCTACCTCGTCCAGG      HLA-DQA1 -1.0849802791     0
## 2456 ACATGGTCACTTACGA      HLA-DQA1 -1.2814658923     0
## 2457 ACTTTCAAGCGTTGCC      HLA-DQA1 -0.0238334103     0
## 2458 CCTACACGTAAACCTC      HLA-DQA1  0.0184039972     0
## 2459 ATTGGTGAGATCCCAT      HLA-DQA1 -0.9319082422     0
## 2460 CCGGGATCACAGACAG      HLA-DQA1  0.9437805418     0
## 2461 CAGTAACTCTCTTGAT      HLA-DQA1 -1.2456895781     0
## 2462 ATCTACTCAATAGCGG      HLA-DQA1 -1.2172280673     0
## 2463 ACCCACTGTTAAGAAC      HLA-DQA1  1.4512118644     1
## 2464 ACATACGTCTGCTTGC      HLA-DQA1 -1.0726756176     0
## 2465 CGTCTACGTTGAACTC      HLA-DQA1  0.2725828201     0
## 2466 ATTATCCCAGCAGTTT      HLA-DQA1  0.1871167482     0
## 2467 GAAACTCTCGTTACGA      HLA-DQA1 -1.0533481829     0
## 2468 GATGAAACATCATCCC      HLA-DQA1  0.5924878675     0
## 2469 CACAGTATCTGTCCGT      HLA-DQA1 -0.8581319288     0
## 2470 TGAAAGAAGGAGCGAG      HLA-DQA1  0.0929497896     0
## 2471 CCGGTAGAGACCGGAT      HLA-DQA1 -0.0427298303     0
## 2472 TGCGGGTTCTAACCGA      HLA-DQA1  0.2126363633     1
## 2473 GGCGACTTCGCGCCAA      HLA-DQA1 -1.0500777230     0
## 2474 GGGATGAAGTCGCCGT      HLA-DQA1 -1.1624146531     0
## 2475 GATTCAGGTACAGACG      HLA-DQA1  0.5600474892     0
## 2476 TAGACCACAAGAAGAG      HLA-DQA1  0.6265684585     0
## 2477 AATCCAGGTCAGAGGT      HLA-DQA1  0.5203465467     1
## 2478 TGAGCCGCAATGGACG      HLA-DQA1 -0.9025968874     0
## 2479 CACATAGGTACTCTCC      HLA-DQA1 -0.9228116584     0
## 2480 CATGGCGAGCAATATG      HLA-DQA1  1.8827182667     1
## 2481 CAGTAACGTTATTCTC      HLA-DQA1  1.5821361676     1
## 2482 GCGAGAAGTTCCGTCT      HLA-DQA1 -1.1112570897     0
## 2483 TTTACTGGTCCCTTGT      HLA-DQA1 -1.0072447567     1
## 2484 ATCATGGCACGAAATA      HLA-DQA1 -1.0424663920     0
## 2485 CGCCAAGAGGCAGTCA      HLA-DQA1 -1.2767274948     0
## 2486 CGTCCATGTCCAGTAT      HLA-DQA1 -1.1152853423     0
## 2487 TGGCGCATCCATTCTA      HLA-DQA1 -0.9858709841     0
## 2488 CCCATACGTAGCTTGT      HLA-DQA1 -0.9562365916     0
## 2489 GCATGCGGTGCTGTAT      HLA-DQA1 -1.0410562883     0
## 2490 TTCTTAGCATGCTAGT      HLA-DQA1 -0.9333885334     0
## 2491 TGCGCAGAGTGGACGT      HLA-DQA1 -0.1373648245     1
## 2492 ATTATCCGTTGCTCCT      HLA-DQA1  0.1286645193     0
## 2493 AGAATAGAGACTAGGC      HLA-DQA1 -0.0176393395     0
## 2494 CCTACACAGCTGCAAG      HLA-DQA1 -0.0180749540     1
## 2495 GACAGAGAGTGCTGCC      HLA-DQA1 -1.1621408651     0
## 2496 GTTCGGGTCCCAAGAT      HLA-DQA1  1.2249364830     0
## 2497 AGTAGTCGTAAGCACG      HLA-DQA1  0.6800931901     0
## 2498 CTCACACGTACCTACA      HLA-DQA1 -0.1156718905     0
## 2499 GCAGTTAAGTGGGTTG      HLA-DQA1 -0.7882217928     0
## 2500 GTCAAGTCAGCTCGAC      HLA-DQA1 -0.8771429875     1
## 2501 GCTGCGATCCCTAACC      HLA-DQA1  1.2970197095     1
## 2502 GATCGTATCCCTAACC      HLA-DQA1 -1.1496850942     0
## 2503 TGAGAGGTCCGTAGTA      HLA-DQA1 -1.2572275760     0
## 2504 CTCGTCAGTGCACTTA      HLA-DQA1 -1.0485540452     0
## 2505 AGCATACAGCAAATCA      HLA-DQA1 -1.1555774615     0
## 2506 TCGGGACGTGTCAATC      HLA-DQA1  0.0183084510     0
## 2507 ATGCGATGTAAACACA      HLA-DQA1 -1.0380481266     0
## 2508 CATGACACACAACGTT      HLA-DQA1 -0.7430385565     0
## 2509 GCTTGAAGTGCTAGCC      HLA-DQA1  0.5176917938     0
## 2510 TTTGGTTTCTCTTATG      HLA-DQA1  0.0835457242     0
## 2511 ACACCCTGTGAAATCA      HLA-DQA1  0.4946934897     0
## 2512 ATCATGGTCCCTCAGT      HLA-DQA1 -1.0000244765     0
## 2513 CCTCTGACAATCAGAA      HLA-DQA1 -1.2565070725     0
## 2514 ACATACGAGACACTAA      HLA-DQA1  0.2425850043     0
## 2515 TCACAAGTCCGTAGGC      HLA-DQA1  1.5244106409     1
## 2516 GCAGTTAGTCCAGTGC      HLA-DQA1  1.3974175934     1
## 2517 AGTGAGGGTTACAGAA      HLA-DQA1 -1.1457761351     0
## 2518 CACACAAGTAATCACC      HLA-DQA1 -1.2138701786     0
## 2519 GATCGCGAGGCTAGAC      HLA-DQA1 -0.9400600183     0
## 2520 CTCGTACTCCTTTCGG      HLA-DQA1  0.4223209267     0
## 2521 ATCCACCTCGGCGGTT      HLA-DQA1 -1.0699872767     0
## 2522 GAAGCAGAGCTAGTTC      HLA-DQA1  0.0248313841     0
## 2523 CAGTCCTAGTGTCTCA      HLA-DQA1  0.2887429111     0
## 2524 CGCTTCACAATGGATA      HLA-DQA1 -0.9597177288     0
## 2525 TCCCGATTCATATCGG      HLA-DQA1  0.0831134526     0
## 2526 TGTGGTACATATACCG      HLA-DQA1 -0.9885974586     0
## 2527 TACCTTACACTACAGT      HLA-DQA1 -1.2713928966     1
## 2528 GTAGGCCGTCCGTCAG      HLA-DQA1 -1.1349983071     0
## 2529 CAGAATCCAATCAGAA      HLA-DQA1  0.1671629837     0
## 2530 GGATTACTCTGTGCAA      HLA-DQA1  1.7982198851     1
## 2531 GTCGTAAGTTTGTTTC      HLA-DQA1  0.2500574770     0
## 2532 GATCGTAAGCCAGTAG      HLA-DQA1 -1.1635360892     0
## 2533 GACTACAGTTAAAGAC      HLA-DQA1  0.8791844767     0
## 2534 CATGACACAACACCTA      HLA-DQA1 -0.0106361468     0
## 2535 CACCAGGTCACGCGGT      HLA-DQA1 -0.9846353679     0
## 2536 GTCTTCGTCTGAGTGT      HLA-DQA1 -0.8545458300     1
## 2537 CCTTCGAAGTGGGATC      HLA-DQA1 -1.2619678317     0
## 2538 GTGCGGTGTCCTGCTT      HLA-DQA1 -1.1810910671     0
## 2539 GTCACAACATGCCTTC      HLA-DQA1  0.5508487739     1
## 2540 CAGAGAGTCAGTCAGT      HLA-DQA1  0.0241695920     0
## 2541 GTGCGGTGTACTCTCC      HLA-DQA1  0.1318154757     0
## 2542 CAGCTAATCAAGATCC      HLA-DQA1  0.0139394111     1
## 2543 CAAGATCGTTGGGACA      HLA-DQA1 -1.2767274948     0
## 2544 TTTATGCCATCACAAC      HLA-DQA1  0.6344857948     0
## 2545 CGGTTAATCCCAAGTA      HLA-DQA1  0.8383318834     0
## 2546 TAGCCGGTCCGTAGTA      HLA-DQA1  1.1923332473     1
## 2547 ACGAGCCGTGTTTGTG      HLA-DQA1  1.1671365652     0
## 2548 AGCATACCAAACCCAT      HLA-DQA1  0.2429651722     0
## 2549 GAAATGATCAACACTG      HLA-DQA1  0.9640022514     0
## 2550 TATCTCACATAACCTG      HLA-DQA1  0.2082114110     0
## 2551 CCGTACTCACTTCTGC      HLA-DQA1  0.7059706242     1
## 2552 CTAGAGTTCAGAGGTG      HLA-DQA1 -1.0462747519     0
## 2553 CTGATAGCATACAGCT      HLA-DQA1 -1.1185119801     0
## 2554 TCGAGGCCACGGTAGA      HLA-DQA1  1.7447432503     1
## 2555 GATCAGTTCACTTATC      HLA-DQA1 -0.9522165530     0
## 2556 GTTTCTAAGCCCTAAT      HLA-DQA1 -1.0261784854     0
## 2557 CAGCTGGAGGAATTAC      HLA-DQA1  0.7670688272     1
## 2558 AGAGTGGTCGATCCCT      HLA-DQA1 -0.1072974203     0
## 2559 CATGGCGCAACTGCTA      HLA-DQA1 -1.0221840309     0
## 2560 CTGGTCTGTATATGGA      HLA-DQA1  2.1166754124     1
## 2561 CGTCACTCACAGGAGT      HLA-DQA1  0.1393393091     0
## 2562 AACTGGTTCAACCAAC      HLA-DQA1  1.2956354011     1
## 2563 CCATTCGCAGGGAGAG      HLA-DQA1  1.1792203873     0
## 2564 CATCAGATCTTCAACT      HLA-DQA1  0.9984026391     0
## 2565 GAATGAATCAGGCAAG      HLA-DQA1  0.2650569440     0
## 2566 TGTCCCATCGAATGCT      HLA-DQA1 -0.0417353473     0
## 2567 AGTGGGACAGCCAATT      HLA-DQA1  0.0132550139     0
## 2568 AGAGCTTTCACATGCA      HLA-DQA1  0.7182392559     0
## 2569 TGCGGGTTCTGCAGTA      HLA-DQA1 -1.2758568703     0
## 2570 GTCGTAAGTCGGCACT      HLA-DQA1 -0.6118488585     0
## 2571 CTCGAGGTCGGAGCAA      HLA-DQA1  0.1429413429     0
## 2572 CTACACCAGATGAGAG      HLA-DQA1  0.0869138147     0
## 2573 ACGGCCATCTTACCTA      HLA-DQA1 -1.1566114566     0
## 2574 CCCAGTTCACACCGAC      HLA-DQA1  0.4525721934     1
## 2575 TCGGGACTCGGATGGA      HLA-DQA1  1.0784689192     1
## 2576 CATCGGGTCCCGACTT      HLA-DQA1  0.6748874184     1
## 2577 CTTAACTGTAAGGATT      HLA-DQA1  1.1395057283     0
## 2578 AACCATGAGCGTAATA      HLA-DQA1  1.1862644358     0
## 2579 TCAGATGGTCTTCTCG      HLA-DQA1 -1.1602071687     0
## 2580 CTCACACTCCCAACGG      HLA-DQA1 -1.2429850331     0
## 2581 CCATGTCAGGATGGAA      HLA-DQA1 -0.9723109648     0
## 2582 GGGTCTGGTACTTGAC      HLA-DQA1 -1.2038214307     0
## 2583 GGAACTTCACAGTCGC      HLA-DQA1 -1.2336983355     0
## 2584 GACCTGGCACATCCAA      HLA-DQA1  0.8148973345     0
## 2585 CAGTCCTCAAGACACG      HLA-DQA1  1.2608021125     1
## 2586 AGATCTGCATATGGTC      HLA-DQA1  0.3215244372     0
## 2587 CATCAGAGTATTCTCT      HLA-DQA1 -0.0025841862     0
## 2588 TGCACCTTCGATAGAA      HLA-DQA1 -1.1414830630     0
## 2589 CCTACACTCCCAAGTA      HLA-DQA1 -1.1561141268     0
## 2590 ACTTTCATCGTAGATC      HLA-DQA1  1.6843932805     1
## 2591 TTGCGTCCACCATGTA      HLA-DQA1 -1.2511367779     0
## 2592 AAATGCCAGGTGCTAG      HLA-DQA1 -0.9210649700     0
## 2593 ATGCGATGTCCATCCT      HLA-DQA1  1.4437090141     1
## 2594 CCAGCGAAGCCACTAT      HLA-DQA1  0.6595502452     0
## 2595 TACTTGTAGTGTACTC      HLA-DQA1 -1.3440354591     0
## 2596 AGGGATGTCTCGCTTG      HLA-DQA1  0.6478775963     1
## 2597 TGTCCCAGTATTAGCC      HLA-DQA1 -0.1040302356     0
## 2598 TGCTACCTCGCACTCT      HLA-DQA1 -1.4700422385     0
## 2599 GTAACGTCAGTATAAG      HLA-DQA1  0.4614867426     1
## 2600 GCGCAACGTTCGTTGA      HLA-DQA1  1.0964487062     1
## 2601 GCGAGAACATGAGCGA      HLA-DQA1  0.5819878753     1
## 2602 TGCCCTAGTGCACCAC      HLA-DQA1  0.0594606484     1
## 2603 CTAGAGTGTAAACACA      HLA-DQA1  0.3361748275     0
## 2604 AGTAGTCCACCGGAAA      HLA-DQA1  0.2018912750     0
## 2605 CATATTCTCAGCGATT      HLA-DQA1  0.9649707789     0
## 2606 GAATGAAGTAACGACG      HLA-DQA1 -0.9488932982     0
## 2607 GATCAGTAGTACTTGC      HLA-DQA1  0.1512738258     0
## 2608 CAAGAAACAGGATTGG      HLA-DQA1  0.1645453215     1
## 2609 CCTATTATCAACACTG      HLA-DQA1 -1.1514505800     0
## 2610 CAGCAGCTCTGCGGCA      HLA-DQA1  0.2448439895     0
## 2611 ATAAGAGAGCTGCGAA      HLA-DQA1  1.6401678177     0
## 2612 AGATCTGCACCTATCC      HLA-DQA1  0.5166226017     0
## 2613 GACACGCGTAGAGCTG      HLA-DQA1  0.6622294505     0
## 2614 TACACGAAGCTAGGCA      HLA-DQA1 -1.2500103388     0
## 2615 AACACGTTCCGAAGAG      HLA-DQA1 -1.1287144429     0
## 2616 TTAACTCGTGTAATGA      HLA-DQA1  0.9073359208     1
## 2617 TGGCGCAGTTCAGACT      HLA-DQA1  0.8200956457     0
## 2618 CATCAGAGTCTAGTCA      HLA-DQA1  1.2866382953     1
## 2619 CTAGAGTAGCATGGCA      HLA-DQA1 -1.5129659596     0
## 2620 TACGGTAAGCGTGAAC      HLA-DQA1  0.9462910351     0
## 2621 TGACTTTTCGGATGTT      HLA-DQA1  1.3365638395     1
## 2622 CTCACACTCCTACAGA      HLA-DQA1  1.2814677929     0
## 2623 CCGTACTCACTGAAGG      HLA-DQA1  0.8555606701     0
## 2624 ATAACGCGTGGAAAGA      HLA-DQA1 -1.1779475051     0
## 2625 GCTTGAAAGCTAGGCA      HLA-DQA1  1.9826980768     1
## 2626 AAGTCTGGTGTTGGGA      HLA-DQA1 -0.0113211184     0
## 2627 CGATCGGGTACAGCAG      HLA-DQA1  1.7532992478     0
## 2628 AGTAGTCTCGATGAGG      HLA-DQA1  0.2098186517     0
## 2629 CGACCTTCAGACGCTC      HLA-DQA1  1.8447790740     1
## 2630 GCATACACATGCAACT      HLA-DQA1 -1.1521286199     0
## 2631 TCCCGATTCGCAGGCT      HLA-DQA1  0.4921224960     0
## 2632 TTAGGCAAGATCGATA      HLA-DQA1  1.6225044651     1
## 2633 TCGTACCAGGCAAAGA      HLA-DQA1 -1.2516057419     0
## 2634 GGATGTTGTATAGGGC      HLA-DQA1 -0.1248284199     0
## 2635 AATCCAGCAGAGTGTG      HLA-DQA1 -1.0551191587     0
## 2636 CATGCCTCACGGCCAT      HLA-DQA1  0.1860561807     1
## 2637 CTCGAAACACATGACT      HLA-DQA1  0.4760319429     0
## 2638 CTGCCTAGTTGCGTTA      HLA-DQA1 -1.2571990780     0
## 2639 GGCGACTAGACAGAGA      HLA-DQA1  1.4338970715     1
## 2640 TACAGTGGTGTAATGA      HLA-DQA1 -1.2220511522     1
## 2641 ACGAGCCTCTTATCTG      HLA-DQA1  1.3063213746     0
## 2642 GGGAATGCAAATACAG      HLA-DQA1  0.1516537060     1
## 2643 TGCACCTGTACCGAGA      HLA-DQA1 -0.0777449132     0
## 2644 ATCATCTTCAGTCAGT      HLA-DQA1 -1.2668749310     0
## 2645 CATATTCGTACAGTTC      HLA-DQA1 -1.4020538732     0
## 2646 GCATGATGTTCCACTC      HLA-DQA1 -0.0247672083     0
## 2647 AAGGCAGTCACGACTA      HLA-DQA1 -0.9674804212     0
## 2648 GAAACTCTCTATCCCG      HLA-DQA1 -1.1330734454     0
## 2649 AGCATACTCTGCTGTC      HLA-DQA1  1.0086016268     1
## 2650 TGGGCGTCAGCGTTCG      HLA-DQA1  1.3126874368     1
## 2651 TCGTAGAGTTCGTCTC      HLA-DQA1  0.2857597377     0
## 2652 GACAGAGGTACCGCTG      HLA-DQA1  1.5222803874     1
## 2653 TCTCATACACATAACC      HLA-DQA1 -1.4444401392     0
## 2654 TGGGCGTCATTGAGCT      HLA-DQA1 -0.8550363641     0
## 2655 CATGACACATGTCTCC      HLA-DQA1 -1.2628962383     0
## 2656 GAATAAGGTGCACGAA      HLA-DQA1  0.7845189891     1
## 2657 TGCGCAGCAAGCGAGT      HLA-DQA1 -1.6202134295     0
## 2658 CTTCTCTCAGCCAGAA      HLA-DQA1 -1.0900832454     0
## 2659 AAGCCGCAGTGGCACA      HLA-DQA1 -1.3551670377     0
## 2660 CTCTACGAGTGGACGT      HLA-DQA1  0.2696724624     0
## 2661 GTCATTTTCTATCCCG      HLA-DQA1 -1.2314054937     0
## 2662 CGAGCACAGCCACTAT      HLA-DQA1  1.3262899746     1
## 2663 AGTAGTCGTAACGACG      HLA-DQA1  0.5215099424     0
## 2664 GACGTGCAGAGGGATA      HLA-DQA1 -0.8805779959     0
## 2665 GTCTTCGTCCAACCAA      HLA-DQA1 -1.1779077951     0
## 2666 CAAGGCCTCGCCCTTA      HLA-DQA1  1.3455114784     0
## 2667 TGTGGTACATGGTTGT      HLA-DQA1 -1.0167700816     0
## 2668 CCTCAGTTCGAATGCT      HLA-DQA1  0.6820754298     1
## 2669 ACCGTAATCTGAGGGA      HLA-DQA1  0.6226914544     1
## 2670 GTTAAGCCAGTTCATG      HLA-DQA1 -1.3284306344     0
## 2671 CTGCCTATCAATCTCT      HLA-DQA1 -1.2857230863     0
## 2672 GACGGCTTCTCCAACC      HLA-DQA1 -1.3507256897     0
## 2673 TTTCCTCCAGTTCCCT      HLA-DQA1  0.0034969134     0
## 2674 GCGCCAAAGCCCTAAT      HLA-DQA1 -1.0026747359     0
## 2675 CCACCTATCCCGACTT      HLA-DQA1  1.0632001173     1
## 2676 TTTATGCCAGGGCATA      HLA-DQA1  2.0956642040     1
## 2677 TACAGTGTCGCGGATC      HLA-DQA1  0.2098201997     1
## 2678 AGCTCTCCACCACGTG      HLA-DQA1 -0.9355775025     0
## 2679 GTGGGTCCATTGAGCT      HLA-DQA1  1.5982201709     1
## 2680 GGGATGACAGACTCGC      HLA-DQA1 -1.0396661744     0
## 2681 ACACCAAGTTCGGGCT      HLA-DQA1  1.4376871275     1
## 2682 TGATTTCAGCTATGCT      HLA-DQA1  0.5582310557     1
## 2683 TGGCCAGAGAGGGCTT      HLA-DQA1  0.5742212030     0
## 2684 TCGGTAAGTAAAGTCA      HLA-DQA1  0.9602281230     0
## 2685 TGAAAGAGTCCCTTGT      HLA-DQA1  0.4360557586     1
## 2686 CCGTGGATCGTTTATC      HLA-DQA1 -1.4783595607     1
## 2687 GAACCTATCCTCAACC      HLA-DQA1 -1.1551137193     0
## 2688 GCGCAGTCATCCAACA      HLA-DQA1  1.2811328919     1
## 2689 ACATGGTTCGCGCCAA      HLA-DQA1  1.4622372283     1
## 2690 CTTGGCTGTACGCACC      HLA-DQA1 -0.9252157260     0
## 2691 AGATTGCAGGCCCGTT      HLA-DQA1 -1.1410685589     0
## 2692 AGGCCGTGTTACGGAG      HLA-DQA1  2.5000000000     1
## 2693 GGTGTTAGTTAAGATG      HLA-DQA1 -1.4921172262     0
## 2694 GGAATAATCCTGTAGA      HLA-DQA1  0.4335109186     1
## 2695 TATTACCGTATTAGCC      HLA-DQA1  0.1485033290     1
## 2696 ATAACGCGTTAGTGGG      HLA-DQA1  0.1495137757     0
## 2697 AAACGGGGTTATCCGA      HLA-DQA1  0.1438823723     0
## 2698 TGTGGTATCGTTTAGG      HLA-DQA1  1.0126603824     1
## 2699 ATCACGAGTATGAATG      HLA-DQA1 -0.9882482686     1
## 2700 CAGCAGCTCACCTCGT      HLA-DQA1 -0.0762932003     0
## 2701 CCAATCCGTATTACCG      HLA-DQA1  0.8928462136     1
## 2702 TTCTACATCACATAGC      HLA-DQA1  0.1445481926     0
## 2703 TGTCCCATCGTATCAG      HLA-DQA1  0.3879848483     0
## 2704 AGCTCTCAGTGTTTGC      HLA-DQA1 -0.8771974913     0
## 2705 CAACCTCAGTAACCCT      HLA-DQA1  0.2462676173     0
## 2706 GTGGGTCAGGTAAACT      HLA-DQA1  0.9319851693     0
## 2707 TAAGTGCCACGTCAGC      HLA-DQA1  0.9722603715     1
## 2708 GACCTGGCAGCCACCA      HLA-DQA1 -1.1063195953     0
## 2709 ACAGCCGCAGGATCGA      HLA-DQA1 -1.2180923186     0
## 2710 AACTCCCCAGCTCGCA      HLA-DQA1  0.3168274311     0
## 2711 GGAAAGCGTCTCTCGT      HLA-DQA1 -1.1806801309     0
## 2712 CGCTTCAAGCAGGTCA      HLA-DQA1  1.1629583566     1
## 2713 GATCGCGAGAAGGGTA      HLA-DQA1  1.5976178678     1
## 2714 AAGCCGCCAGGATTGG      HLA-DQA1  1.4953549331     1
## 2715 ATTGGACGTCGTGGCT      HLA-DQA1  1.1013640447     0
## 2716 CCCATACCACTAAGTC      HLA-DQA1 -1.4276234687     0
## 2717 TCTCTAATCCCATTTA      HLA-DQA1  1.6103008270     1
## 2718 TCGTAGAGTGGTACAG      HLA-DQA1  0.9953610508     1
## 2719 AAACGGGAGAGACGAA      HLA-DQA1  0.7803340096     0
## 2720 GACTACATCACCACCT      HLA-DQA1 -0.0474131158     0
## 2721 GAAACTCAGTTGAGTA      HLA-DQA1  0.0508343627     0
## 2722 CCCTCCTTCCTCCTAG      HLA-DQA1  1.2485267774     1
## 2723 GCGACCATCACGGTTA      HLA-DQA1 -0.8096293537     0
## 2724 TCTCTAAAGAGTCGGT      HLA-DQA1  0.1232224380     1
## 2725 GGCTCGATCTCACATT      HLA-DQA1 -0.8167761071     0
## 2726 CTGATAGAGGCAGGTT      HLA-DQA1  0.4058909602     1
## 2727 CATGCCTAGGAGTTTA      HLA-DQA1  0.8754035573     1
## 2728 TGGCTGGTCAGCCTAA      HLA-DQA1 -1.2391611431     0
## 2729 TCAGATGTCGTTACAG      HLA-DQA1 -1.3261203227     0
## 2730 CAGCTGGGTTATGTGC      HLA-DQA1  0.2455938578     0
## 2731 GGAACTTAGTCGTACT      HLA-DQA1 -1.3140411606     0
## 2732 CCGGGATCACCGGAAA      HLA-DQA1  0.8108465223     1
## 2733 CCTTCGATCAAAGACA      HLA-DQA1 -1.1896311813     0
## 2734 CGAGAAGGTATCGCAT      HLA-DQA1 -0.0019826983     1
## 2735 CCTAAAGAGACTGGGT      HLA-DQA1 -0.8922939312     0
## 2736 CAGATCACATTGGCGC      HLA-DQA1  1.9321913363     1
## 2737 CTAGCCTAGCTGGAAC      HLA-DQA1  1.1306011089     1
## 2738 ATTGGTGTCTCGTATT      HLA-DQA1 -0.1155365497     0
## 2739 GGGAATGTCAAAGTAG      HLA-DQA1 -1.1667203931     1
## 2740 CCATGTCCACGGCCAT      HLA-DQA1 -1.2383167006     0
## 2741 GGCAATTCATATGGTC      HLA-DQA1  0.3760296296     0
## 2742 CTGTGCTCATGTCCTC      HLA-DQA1  0.1764354144     0
## 2743 TTAACTCCAACGCACC      HLA-DQA1 -1.3018231597     0
## 2744 CGAACATAGCGGCTTC      HLA-DQA1 -1.1226175197     0
## 2745 TCGCGTTAGGCACATG      HLA-DQA1  1.8191774529     1
## 2746 GGGTTGCCAAACTGCT      HLA-DQA1  0.0038562884     0
## 2747 ATAAGAGCAGGTGCCT      HLA-DQA1  0.1394687387     1
## 2748 CGGACACGTATTCGTG      HLA-DQA1  0.4609882416     0
## 2749 CTGATAGTCACGACTA      HLA-DQA1 -0.9334705013     0
## 2750 GAACATCGTGAGTATA      HLA-DQA1 -0.0067545807     0
## 2751 TGCTACCAGTGGTCCC      HLA-DQA1  1.3307198253     0
## 2752 GCTGGGTAGTCTTGCA      HLA-DQA1 -1.3897114653     0
## 2753 TACGGATGTCTAACGT      HLA-DQA1 -0.2023955956     0
## 2754 TGGGCGTCAATGGATA      HLA-DQA1  1.1333649113     1
## 2755 CTGCTGTCATTTGCTT      HLA-DQA1 -1.1987144795     0
## 2756 GGGCATCAGCAGCCTC      HLA-DQA1  2.2306824551     1
## 2757 CGTGAGCAGACTAGAT      HLA-DQA1  0.2571695896     0
## 2758 CAGCGACCACACCGAC      HLA-DQA1 -1.3967592751     0
## 2759 CCCAATCCAGTTAACC      HLA-DQA1 -1.3654469185     0
## 2760 CAGCGACTCAGCGACC      HLA-DQA1  1.2838778987     0
## 2761 GAGCAGAAGCTATGCT      HLA-DQA1 -0.0128020135     0
## 2762 CTCTGGTTCACTTCAT      HLA-DQA1  0.1973153598     0
## 2763 CGCGTTTCAGCTGTGC      HLA-DQA1  0.9273575311     1
## 2764 GGACGTCCACCTCGGA      HLA-DQA1  0.7770566065     0
## 2765 TAGTTGGAGAGTTGGC      HLA-DQA1  0.1049794351     0
## 2766 ATTGGTGTCGGAATCT      HLA-DQA1 -1.1915393017     0
## 2767 GAATGAACACGGCCAT      HLA-DQA1  0.6483595122     0
## 2768 GTGCATACAAGGTGTG      HLA-DQA1 -0.9667746525     0
## 2769 GGAATAAGTCGGCACT      HLA-DQA1  0.2919404937     0
## 2770 ACCCACTTCCAAAGTC      HLA-DQA1  0.1964293356     0
## 2771 ACTATCTCAATTCCTT      HLA-DQA1  1.6055342398     1
## 2772 AGCATACAGTGGGATC      HLA-DQA1  0.9915136698     0
## 2773 GTCATTTTCCGCATCT       CLEC10A  0.0914128922     1
## 2774 ATAAGAGAGGAGTTGC       CLEC10A  0.1363418019     1
## 2775 CATTATCCATGGTCTA       CLEC10A -0.2902540598     0
## 2776 CTTAGGAGTGGCGAAT       CLEC10A -0.1134293496     0
## 2777 CATCAGAAGCACCGCT       CLEC10A  0.0711732488     0
## 2778 GCGGGTTAGTAGCCGA       CLEC10A -0.1991384807     0
## 2779 CAGAGAGAGCGCCTTG       CLEC10A -0.0622548254     0
## 2780 CTGAAGTCAGACACTT       CLEC10A -0.4140350492     0
## 2781 GGACGTCCAGGTGCCT       CLEC10A -0.2657584698     1
## 2782 AAAGCAAGTGGTGTAG       CLEC10A -0.4018252139     0
## 2783 TCTCATACAGGGCATA       CLEC10A -0.2872519976     0
## 2784 AACTCAGGTACTCGCG       CLEC10A  1.1406856452     0
## 2785 CACATTTGTGAGTATA       CLEC10A -0.4226804613     0
## 2786 ACTTTCAAGGTGTTAA       CLEC10A  2.5000000000     1
## 2787 TGCCCATCAGACGCAA       CLEC10A -0.4717692242     0
## 2788 CTAAGACCAATGCCAT       CLEC10A -0.3378095239     0
## 2789 CGGAGCTCATTTGCTT       CLEC10A  2.2401700356     0
## 2790 GAGCAGATCGACGGAA       CLEC10A  1.0380925112     0
## 2791 TAAACCGAGATCGATA       CLEC10A  0.9273626064     0
## 2792 GTCTCGTGTACATCCA       CLEC10A -0.2389673915     0
## 2793 GTATCTTAGACCCACC       CLEC10A  1.1545055251     1
## 2794 GAGCAGAAGAGCCTAG       CLEC10A  0.8900553648     1
## 2795 GTGCAGCTCACATAGC       CLEC10A -0.4516630329     0
## 2796 CCTATTAGTAAACCTC       CLEC10A -0.4691788683     0
## 2797 AGAGTGGAGTTTAGGA       CLEC10A -0.4523001912     0
## 2798 TACGGGCAGGTGATTA       CLEC10A -0.2303386494     0
## 2799 ACTATCTCAATCTACG       CLEC10A -0.4428340891     0
## 2800 CGAGCCATCAGGCAAG       CLEC10A -0.3298519474     0
## 2801 CGAATGTCAATTGCTG       CLEC10A -0.6282891829     0
## 2802 TACGGTATCGTTACGA       CLEC10A -0.4270100680     0
## 2803 CTGTGCTCAAGGTGTG       CLEC10A -0.3504081145     0
## 2804 CCATGTCGTAACGACG       CLEC10A -0.3832591852     0
## 2805 TGCTGCTAGACACTAA       CLEC10A -0.4180876757     0
## 2806 ACGGGTCTCGCTTAGA       CLEC10A -0.3149729692     0
## 2807 ACGAGGAAGGCTAGCA       CLEC10A -0.3032452170     0
## 2808 GCACTCTGTCGGCACT       CLEC10A -0.0416332879     0
## 2809 ATCATGGGTTTAAGCC       CLEC10A -0.5633108642     0
## 2810 GCATGTAGTAAAGGAG       CLEC10A -0.1227368933     0
## 2811 CAACTAGAGTGGGCTA       CLEC10A -0.3360602962     0
## 2812 AACACGTCAATCAGAA       CLEC10A  0.9529813242     1
## 2813 AAAGTAGGTGTCTGAT       CLEC10A  1.4767293892     1
## 2814 CTCATTATCGCTGATA       CLEC10A -0.7760257204     0
## 2815 TACTCGCCAACGCACC       CLEC10A -0.6244176348     0
## 2816 GGACATTGTCCTGCTT       CLEC10A  2.5000000000     1
## 2817 ACTGAACAGAGCTGGT       CLEC10A -0.4403455293     0
## 2818 CTCGGGAAGTGCAAGC       CLEC10A -0.3923791975     0
## 2819 AGCTCCTAGCATGGCA       CLEC10A -0.4030483085     0
## 2820 TATTACCGTCGACTGC       CLEC10A -0.5542824732     0
## 2821 GAACGGACATTTCACT       CLEC10A -0.5792561077     0
## 2822 CACAAACTCCCGGATG       CLEC10A -0.6269420254     0
## 2823 GCTCCTAAGGGAGTAA       CLEC10A  0.8330967531     0
## 2824 GACTAACCATCACGTA       CLEC10A  2.5000000000     1
## 2825 TACTCGCTCTTAACCT       CLEC10A -0.5943113164     0
## 2826 AGGCCGTCAGGAACGT       CLEC10A  0.7745780519     0
## 2827 CCACTACAGTGCTGCC       CLEC10A -0.1850602344     0
## 2828 ATCCACCCAAGCCGTC       CLEC10A -0.6874317674     0
## 2829 GAGTCCGAGACTGTAA       CLEC10A -0.4669719446     0
## 2830 AAGCCGCCAGAAGCAC       CLEC10A -0.5349055984     0
## 2831 GACACGCCAGATTGCT       CLEC10A -0.3171353237     0
## 2832 CGACTTCAGGCTACGA       CLEC10A -0.6372761817     0
## 2833 GGGTTGCCAGTAAGCG       CLEC10A -0.4400347823     0
## 2834 AGTGAGGGTCAGAATA       CLEC10A  1.0417104496     0
## 2835 GATCTAGCAGCCACCA       CLEC10A -0.6840736237     0
## 2836 ACGAGGACAAGACGTG       CLEC10A -0.3660322305     0
## 2837 CATATGGCAAGCCGCT       CLEC10A -0.3148876247     0
## 2838 TTATGCTCAGACGCTC       CLEC10A -0.7228370826     0
## 2839 AGTGTCAAGTCGCCGT       CLEC10A -0.5775567024     0
## 2840 AAGGCAGGTCTGCCAG       CLEC10A -0.5198566199     0
## 2841 TCAGGATAGCCCGAAA       CLEC10A -0.4338435451     0
## 2842 CCACTACCACTAGTAC       CLEC10A  0.8191565129     1
## 2843 AGCAGCCTCGCCAAAT       CLEC10A -0.5008504966     0
## 2844 CTGCCTATCCATGCTC       CLEC10A -0.4315569238     0
## 2845 GCTGCAGCATAGTAAG       CLEC10A -0.6156816650     0
## 2846 GCGCAGTTCAGTTCGA       CLEC10A -0.4420624387     1
## 2847 GGGCATCGTAGCGCTC       CLEC10A -0.4913439282     0
## 2848 CTAATGGGTTACGTCA       CLEC10A -0.6604358729     0
## 2849 ATTCTACGTTATCGGT       CLEC10A -0.8078469056     0
## 2850 GAAATGATCAGCTGGC       CLEC10A -0.4847115005     0
## 2851 TGCTACCTCGTCCAGG       CLEC10A -0.4901285490     0
## 2852 ACATGGTCACTTACGA       CLEC10A  1.4823725498     0
## 2853 ACTTTCAAGCGTTGCC       CLEC10A -0.6128762924     0
## 2854 CCTACACGTAAACCTC       CLEC10A -0.5743782975     0
## 2855 ATTGGTGAGATCCCAT       CLEC10A -0.3371426605     0
## 2856 CCGGGATCACAGACAG       CLEC10A -0.5370944592     0
## 2857 CAGTAACTCTCTTGAT       CLEC10A -0.6558581037     0
## 2858 ATCTACTCAATAGCGG       CLEC10A -0.6114694520     0
## 2859 ACCCACTGTTAAGAAC       CLEC10A  1.5474781692     1
## 2860 ACATACGTCTGCTTGC       CLEC10A -0.4959880476     0
## 2861 CGTCTACGTTGAACTC       CLEC10A -0.2761599903     0
## 2862 ATTATCCCAGCAGTTT       CLEC10A -0.4283898520     0
## 2863 GAAACTCTCGTTACGA       CLEC10A -0.4572920739     0
## 2864 GATGAAACATCATCCC       CLEC10A -0.5748248166     0
## 2865 CACAGTATCTGTCCGT       CLEC10A -0.2912403027     0
## 2866 TGAAAGAAGGAGCGAG       CLEC10A -0.5284961709     0
## 2867 CCGGTAGAGACCGGAT       CLEC10A -0.5736370006     0
## 2868 TGCGGGTTCTAACCGA       CLEC10A  1.7782329679     1
## 2869 GGCGACTTCGCGCCAA       CLEC10A -0.4774182921     0
## 2870 GGGATGAAGTCGCCGT       CLEC10A  0.9697986693     0
## 2871 GATTCAGGTACAGACG       CLEC10A -0.5352762862     0
## 2872 TAGACCACAAGAAGAG       CLEC10A -0.4775541592     0
## 2873 AATCCAGGTCAGAGGT       CLEC10A -0.5881420992     1
## 2874 TGAGCCGCAATGGACG       CLEC10A -0.3250530713     0
## 2875 CACATAGGTACTCTCC       CLEC10A  1.1964197711     0
## 2876 CATGGCGAGCAATATG       CLEC10A -0.4712102158     1
## 2877 CAGTAACGTTATTCTC       CLEC10A  1.8276702296     1
## 2878 GCGAGAAGTTCCGTCT       CLEC10A -0.5121246496     0
## 2879 TTTACTGGTCCCTTGT       CLEC10A -0.4138706233     1
## 2880 ATCATGGCACGAAATA       CLEC10A -0.4609985740     0
## 2881 CGCCAAGAGGCAGTCA       CLEC10A -0.6876260784     0
## 2882 CGTCCATGTCCAGTAT       CLEC10A -0.5366144376     0
## 2883 TGGCGCATCCATTCTA       CLEC10A -0.4099420501     0
## 2884 CCCATACGTAGCTTGT       CLEC10A -0.3460941546     0
## 2885 GCATGCGGTGCTGTAT       CLEC10A -0.4453705340     0
## 2886 TTCTTAGCATGCTAGT       CLEC10A -0.3468046165     0
## 2887 TGCGCAGAGTGGACGT       CLEC10A  2.5000000000     1
## 2888 ATTATCCGTTGCTCCT       CLEC10A -0.6101221371     0
## 2889 AGAATAGAGACTAGGC       CLEC10A -0.5957779763     0
## 2890 CCTACACAGCTGCAAG       CLEC10A  1.9921247743     1
## 2891 GACAGAGAGTGCTGCC       CLEC10A -0.5765899202     0
## 2892 GTTCGGGTCCCAAGAT       CLEC10A -0.3142333101     0
## 2893 AGTAGTCGTAAGCACG       CLEC10A -0.4462727086     0
## 2894 CTCACACGTACCTACA       CLEC10A -0.7423927361     0
## 2895 GCAGTTAAGTGGGTTG       CLEC10A -0.2232908168     0
## 2896 GTCAAGTCAGCTCGAC       CLEC10A -0.3023646392     1
## 2897 GCTGCGATCCCTAACC       CLEC10A  2.4112621265     1
## 2898 GATCGTATCCCTAACC       CLEC10A -0.5641586484     0
## 2899 TGAGAGGTCCGTAGTA       CLEC10A -0.6644817935     0
## 2900 CTCGTCAGTGCACTTA       CLEC10A -0.4691854160     0
## 2901 AGCATACAGCAAATCA       CLEC10A -0.5672944305     0
## 2902 TCGGGACGTGTCAATC       CLEC10A -0.5745192933     0
## 2903 ATGCGATGTAAACACA       CLEC10A -0.4487626339     0
## 2904 CATGACACACAACGTT       CLEC10A -0.1905227342     0
## 2905 GCTTGAAGTGCTAGCC       CLEC10A  1.4056980484     0
## 2906 TTTGGTTTCTCTTATG       CLEC10A -0.4921174877     0
## 2907 ACACCCTGTGAAATCA       CLEC10A -0.2329168618     0
## 2908 ATCATGGTCCCTCAGT       CLEC10A -0.4274756718     0
## 2909 CCTCTGACAATCAGAA       CLEC10A -0.6810363133     0
## 2910 ACATACGAGACACTAA       CLEC10A -0.9684849640     0
## 2911 TCACAAGTCCGTAGGC       CLEC10A  1.4796321806     1
## 2912 GCAGTTAGTCCAGTGC       CLEC10A  1.6544938404     1
## 2913 AGTGAGGGTTACAGAA       CLEC10A -0.5751650468     0
## 2914 CACACAAGTAATCACC       CLEC10A -0.6210703622     0
## 2915 GATCGCGAGGCTAGAC       CLEC10A -0.3736405130     0
## 2916 CTCGTACTCCTTTCGG       CLEC10A -0.2662378718     0
## 2917 ATCCACCTCGGCGGTT       CLEC10A -0.5123555698     0
## 2918 GAAGCAGAGCTAGTTC       CLEC10A -0.6736308303     0
## 2919 CAGTCCTAGTGTCTCA       CLEC10A -0.4050464452     0
## 2920 CGCTTCACAATGGATA       CLEC10A -0.3907494329     0
## 2921 TCCCGATTCATATCGG       CLEC10A -0.5209771521     0
## 2922 TGTGGTACATATACCG       CLEC10A -0.4181457902     0
## 2923 TACCTTACACTACAGT       CLEC10A  1.9799177787     1
## 2924 GTAGGCCGTCCGTCAG       CLEC10A  1.6873012268     0
## 2925 CAGAATCCAATCAGAA       CLEC10A  1.0740804494     0
## 2926 GGATTACTCTGTGCAA       CLEC10A -0.5856778780     1
## 2927 GTCGTAAGTTTGTTTC       CLEC10A  1.8220366848     0
## 2928 GATCGTAAGCCAGTAG       CLEC10A -0.5858166288     0
## 2929 GACTACAGTTAAAGAC       CLEC10A -0.6620746427     0
## 2930 CATGACACAACACCTA       CLEC10A -0.7681516695     0
## 2931 CACCAGGTCACGCGGT       CLEC10A -0.4236271711     0
## 2932 GTCTTCGTCTGAGTGT       CLEC10A -0.2973811988     1
## 2933 CCTTCGAAGTGGGATC       CLEC10A  0.9328724599     0
## 2934 GTGCGGTGTCCTGCTT       CLEC10A -0.6121919609     0
## 2935 GTCACAACATGCCTTC       CLEC10A  1.6107154815     1
## 2936 CAGAGAGTCAGTCAGT       CLEC10A -0.6200126531     0
## 2937 GTGCGGTGTACTCTCC       CLEC10A -0.5137640706     0
## 2938 CAGCTAATCAAGATCC       CLEC10A -0.6596316859     1
## 2939 CAAGATCGTTGGGACA       CLEC10A -0.6876260784     0
## 2940 TTTATGCCATCACAAC       CLEC10A -0.5921261546     0
## 2941 CGGTTAATCCCAAGTA       CLEC10A  1.9896223626     0
## 2942 TAGCCGGTCCGTAGTA       CLEC10A  2.0898883209     1
## 2943 ACGAGCCGTGTTTGTG       CLEC10A -0.3640246099     0
## 2944 AGCATACCAAACCCAT       CLEC10A -0.4202555445     0
## 2945 GAAATGATCAACACTG       CLEC10A  0.9948075395     0
## 2946 TATCTCACATAACCTG       CLEC10A  1.1135596224     0
## 2947 CCGTACTCACTTCTGC       CLEC10A  1.7625896773     1
## 2948 CTAGAGTTCAGAGGTG       CLEC10A -0.4726580768     0
## 2949 CTGATAGCATACAGCT       CLEC10A -0.5384980856     0
## 2950 TCGAGGCCACGGTAGA       CLEC10A  1.8223056399     1
## 2951 GATCAGTTCACTTATC       CLEC10A -0.3693645647     0
## 2952 GTTTCTAAGCCCTAAT       CLEC10A -0.4439822930     0
## 2953 CAGCTGGAGGAATTAC       CLEC10A -0.7911904967     1
## 2954 AGAGTGGTCGATCCCT       CLEC10A -0.7780615904     0
## 2955 CATGGCGCAACTGCTA       CLEC10A -0.4416264248     0
## 2956 CTGGTCTGTATATGGA       CLEC10A  2.5000000000     1
## 2957 CGTCACTCACAGGAGT       CLEC10A -0.5165617257     0
## 2958 AACTGGTTCAACCAAC       CLEC10A  0.8765692290     1
## 2959 CCATTCGCAGGGAGAG       CLEC10A -0.4401806020     0
## 2960 CATCAGATCTTCAACT       CLEC10A -0.5715528686     0
## 2961 GAATGAATCAGGCAAG       CLEC10A -0.3780354713     0
## 2962 TGTCCCATCGAATGCT       CLEC10A -0.7266760476     0
## 2963 AGTGGGACAGCCAATT       CLEC10A -0.6873756313     0
## 2964 AGAGCTTTCACATGCA       CLEC10A  1.0887060817     0
## 2965 TGCGGGTTCTGCAGTA       CLEC10A -0.7008957734     0
## 2966 GTCGTAAGTCGGCACT       CLEC10A -0.0481812684     0
## 2967 CTCGAGGTCGGAGCAA       CLEC10A -0.5498211470     0
## 2968 CTACACCAGATGAGAG       CLEC10A  2.5000000000     0
## 2969 ACGGCCATCTTACCTA       CLEC10A -0.5866224091     0
## 2970 CCCAGTTCACACCGAC       CLEC10A  0.8369460980     1
## 2971 TCGGGACTCGGATGGA       CLEC10A -0.5782484660     1
## 2972 CATCGGGTCCCGACTT       CLEC10A -0.6312454787     1
## 2973 CTTAACTGTAAGGATT       CLEC10A -0.7376433735     0
## 2974 AACCATGAGCGTAATA       CLEC10A -0.6693660267     0
## 2975 TCAGATGGTCTTCTCG       CLEC10A -0.5917950499     0
## 2976 CTCACACTCCCAACGG       CLEC10A -0.6792565832     0
## 2977 CCATGTCAGGATGGAA       CLEC10A -0.4149699260     0
## 2978 GGGTCTGGTACTTGAC       CLEC10A -0.6280988228     0
## 2979 GGAACTTCACAGTCGC       CLEC10A -0.6624193632     0
## 2980 GACCTGGCACATCCAA       CLEC10A -0.4408516821     0
## 2981 CAGTCCTCAAGACACG       CLEC10A -0.6303878629     1
## 2982 AGATCTGCATATGGTC       CLEC10A -0.4113715098     0
## 2983 CATCAGAGTATTCTCT       CLEC10A  2.0458886927     0
## 2984 TGCACCTTCGATAGAA       CLEC10A -0.5700937024     0
## 2985 CCTACACTCCCAAGTA       CLEC10A -0.5787512495     0
## 2986 ACTTTCATCGTAGATC       CLEC10A  2.5000000000     1
## 2987 TTGCGTCCACCATGTA       CLEC10A  2.3808082788     0
## 2988 AAATGCCAGGTGCTAG       CLEC10A -0.3510240868     0
## 2989 ATGCGATGTCCATCCT       CLEC10A  1.6966049825     1
## 2990 CCAGCGAAGCCACTAT       CLEC10A  1.7192550760     0
## 2991 TACTTGTAGTGTACTC       CLEC10A -0.7536231113     0
## 2992 AGGGATGTCTCGCTTG       CLEC10A  1.0197934010     1
## 2993 TGTCCCAGTATTAGCC       CLEC10A -0.7776625602     0
## 2994 TGCTACCTCGCACTCT       CLEC10A  2.4620702294     0
## 2995 GTAACGTCAGTATAAG       CLEC10A  1.5293759215     1
## 2996 GCGCAACGTTCGTTGA       CLEC10A -0.7630444701     1
## 2997 GCGAGAACATGAGCGA       CLEC10A  0.9589908993     1
## 2998 TGCCCTAGTGCACCAC       CLEC10A -0.6438846178     1
## 2999 CTAGAGTGTAAACACA       CLEC10A -0.4476268978     0
## 3000 AGTAGTCCACCGGAAA       CLEC10A -0.5222364696     0
## 3001 CATATTCTCAGCGATT       CLEC10A -0.9159753934     0
## 3002 GAATGAAGTAACGACG       CLEC10A  1.2500262230     0
## 3003 GATCAGTAGTACTTGC       CLEC10A -0.5727982185     0
## 3004 CAAGAAACAGGATTGG       CLEC10A -0.5791761902     1
## 3005 CCTATTATCAACACTG       CLEC10A -0.5732790673     0
## 3006 CAGCAGCTCTGCGGCA       CLEC10A -0.5037115113     0
## 3007 ATAAGAGAGCTGCGAA       CLEC10A  0.9075687302     0
## 3008 AGATCTGCACCTATCC       CLEC10A -0.7468497149     0
## 3009 GACACGCGTAGAGCTG       CLEC10A -0.5909539399     0
## 3010 TACACGAAGCTAGGCA       CLEC10A -0.6805736559     0
## 3011 AACACGTTCCGAAGAG       CLEC10A -0.5548321184     0
## 3012 TTAACTCGTGTAATGA       CLEC10A  2.0583921368     1
## 3013 TGGCGCAGTTCAGACT       CLEC10A -0.4394106552     0
## 3014 CATCAGAGTCTAGTCA       CLEC10A -0.7647649709     1
## 3015 CTAGAGTAGCATGGCA       CLEC10A -0.9318878388     0
## 3016 TACGGTAAGCGTGAAC       CLEC10A -0.3673714057     0
## 3017 TGACTTTTCGGATGTT       CLEC10A  1.5953485006     1
## 3018 CTCACACTCCTACAGA       CLEC10A -0.6031863560     0
## 3019 CCGTACTCACTGAAGG       CLEC10A -0.3273545065     0
## 3020 ATAACGCGTGGAAAGA       CLEC10A -0.5906167135     0
## 3021 GCTTGAAAGCTAGGCA       CLEC10A  2.5000000000     1
## 3022 AAGTCTGGTGTTGGGA       CLEC10A -0.7211062032     0
## 3023 CGATCGGGTACAGCAG       CLEC10A -0.6530262959     0
## 3024 AGTAGTCTCGATGAGG       CLEC10A -0.5150787959     0
## 3025 CGACCTTCAGACGCTC       CLEC10A  0.8797885249     1
## 3026 GCATACACATGCAACT       CLEC10A -0.5962753395     0
## 3027 TCCCGATTCGCAGGCT       CLEC10A -0.2999384035     0
## 3028 TTAGGCAAGATCGATA       CLEC10A -0.8006411538     1
## 3029 TCGTACCAGGCAAAGA       CLEC10A  0.9469579865     0
## 3030 GGATGTTGTATAGGGC       CLEC10A  0.8003357854     0
## 3031 AATCCAGCAGAGTGTG       CLEC10A -0.5002803424     0
## 3032 CATGCCTCACGGCCAT       CLEC10A -0.6092503059     1
## 3033 CTCGAAACACATGACT       CLEC10A -0.8353628327     0
## 3034 CTGCCTAGTTGCGTTA       CLEC10A -0.6962898159     0
## 3035 GGCGACTAGACAGAGA       CLEC10A  1.8800863022     1
## 3036 TACAGTGGTGTAATGA       CLEC10A  1.6957284834     1
## 3037 ACGAGCCTCTTATCTG       CLEC10A -0.3492965219     0
## 3038 GGGAATGCAAATACAG       CLEC10A  1.0656094911     1
## 3039 TGCACCTGTACCGAGA       CLEC10A -0.7986082073     0
## 3040 ATCATCTTCAGTCAGT       CLEC10A -0.7020383078     0
## 3041 CATATTCGTACAGTTC       CLEC10A -0.8307625465     0
## 3042 GCATGATGTTCCACTC       CLEC10A  2.0252107747     0
## 3043 AAGGCAGTCACGACTA       CLEC10A -0.4189715060     0
## 3044 GAAACTCTCTATCCCG       CLEC10A  1.0720853036     0
## 3045 AGCATACTCTGCTGTC       CLEC10A -0.6072146140     1
## 3046 TGGGCGTCAGCGTTCG       CLEC10A  2.4521130124     1
## 3047 TCGTAGAGTTCGTCTC       CLEC10A -0.4196465166     0
## 3048 GACAGAGGTACCGCTG       CLEC10A  2.3820114291     1
## 3049 TCTCATACACATAACC       CLEC10A -0.8549054134     0
## 3050 TGGGCGTCATTGAGCT       CLEC10A -0.3143706047     0
## 3051 CATGACACATGTCTCC       CLEC10A -0.6875818036     0
## 3052 GAATAAGGTGCACGAA       CLEC10A  1.5074484700     1
## 3053 TGCGCAGCAAGCGAGT       CLEC10A -1.0468864795     0
## 3054 CTTCTCTCAGCCAGAA       CLEC10A -0.5258232902     0
## 3055 AAGCCGCAGTGGCACA       CLEC10A -0.7891353059     0
## 3056 CTCTACGAGTGGACGT       CLEC10A -0.5295636186     0
## 3057 GTCATTTTCTATCCCG       CLEC10A -0.6722664873     0
## 3058 CGAGCACAGCCACTAT       CLEC10A -0.6252809907     1
## 3059 AGTAGTCGTAACGACG       CLEC10A -0.7893772319     0
## 3060 GACGTGCAGAGGGATA       CLEC10A -0.3193488498     0
## 3061 GTCTTCGTCCAACCAA       CLEC10A -0.6103492989     0
## 3062 CAAGGCCTCGCCCTTA       CLEC10A -0.5701027012     0
## 3063 TGTGGTACATGGTTGT       CLEC10A -0.4750359433     0
## 3064 CCTCAGTTCGAATGCT       CLEC10A -0.9607502942     1
## 3065 ACCGTAATCTGAGGGA       CLEC10A  2.4625768069     1
## 3066 GTTAAGCCAGTTCATG       CLEC10A -0.7544879146     0
## 3067 CTGCCTATCAATCTCT       CLEC10A -0.7217785009     0
## 3068 GACGGCTTCTCCAACC       CLEC10A -0.7832648182     0
## 3069 TTTCCTCCAGTTCCCT       CLEC10A -0.7066363651     0
## 3070 GCGCCAAAGCCCTAAT       CLEC10A -0.4437181961     0
## 3071 CCACCTATCCCGACTT       CLEC10A  1.7743537904     1
## 3072 TTTATGCCAGGGCATA       CLEC10A  1.1037704232     1
## 3073 TACAGTGTCGCGGATC       CLEC10A  2.5000000000     1
## 3074 AGCTCTCCACCACGTG       CLEC10A -0.3906948671     0
## 3075 GTGGGTCCATTGAGCT       CLEC10A  2.2841349979     1
## 3076 GGGATGACAGACTCGC       CLEC10A -0.4894772767     0
## 3077 ACACCAAGTTCGGGCT       CLEC10A  2.3249041973     1
## 3078 TGATTTCAGCTATGCT       CLEC10A -0.7333725648     1
## 3079 TGGCCAGAGAGGGCTT       CLEC10A -0.6829693034     0
## 3080 TCGGTAAGTAAAGTCA       CLEC10A -0.6576835262     0
## 3081 TGAAAGAGTCCCTTGT       CLEC10A -0.8542380458     1
## 3082 CCGTGGATCGTTTATC       CLEC10A  0.8259924956     1
## 3083 GAACCTATCCTCAACC       CLEC10A  1.7512676748     0
## 3084 GCGCAGTCATCCAACA       CLEC10A -0.6426289014     1
## 3085 ACATGGTTCGCGCCAA       CLEC10A  1.5547099796     1
## 3086 CTTGGCTGTACGCACC       CLEC10A -0.3652376717     0
## 3087 AGATTGCAGGCCCGTT       CLEC10A -0.5749232823     0
## 3088 AGGCCGTGTTACGGAG       CLEC10A  2.5000000000     1
## 3089 GGTGTTAGTTAAGATG       CLEC10A -0.9206488322     0
## 3090 GGAATAATCCTGTAGA       CLEC10A  1.9495747736     1
## 3091 TATTACCGTATTAGCC       CLEC10A -0.6422118292     1
## 3092 ATAACGCGTTAGTGGG       CLEC10A -0.6309072576     0
## 3093 AAACGGGGTTATCCGA       CLEC10A  1.0609962178     0
## 3094 TGTGGTATCGTTTAGG       CLEC10A  0.7884764579     1
## 3095 ATCACGAGTATGAATG       CLEC10A -0.4540102825     1
## 3096 CAGCAGCTCACCTCGT       CLEC10A -0.8173836328     0
## 3097 CCAATCCGTATTACCG       CLEC10A -0.7728531230     1
## 3098 TTCTACATCACATAGC       CLEC10A -0.6880527171     0
## 3099 TGTCCCATCGTATCAG       CLEC10A -0.4184530448     0
## 3100 AGCTCTCAGTGTTTGC       CLEC10A -0.3339976457     0
## 3101 CAACCTCAGTAACCCT       CLEC10A -0.5278561913     0
## 3102 GTGGGTCAGGTAAACT       CLEC10A -0.3678784190     0
## 3103 TAAGTGCCACGTCAGC       CLEC10A  1.3238736080     1
## 3104 GACCTGGCAGCCACCA       CLEC10A -0.5477080264     0
## 3105 ACAGCCGCAGGATCGA       CLEC10A  1.6929029406     0
## 3106 AACTCCCCAGCTCGCA       CLEC10A -0.4641297370     0
## 3107 GGAAAGCGTCTCTCGT       CLEC10A -0.5981672635     0
## 3108 CGCTTCAAGCAGGTCA       CLEC10A  1.6246952503     1
## 3109 GATCGCGAGAAGGGTA       CLEC10A  2.4544054434     1
## 3110 AAGCCGCCAGGATTGG       CLEC10A -0.6458645106     1
## 3111 ATTGGACGTCGTGGCT       CLEC10A -0.5449296901     0
## 3112 CCCATACCACTAAGTC       CLEC10A -0.8663855549     0
## 3113 TCTCTAATCCCATTTA       CLEC10A  1.8843005337     1
## 3114 TCGTAGAGTGGTACAG       CLEC10A  1.7074562713     1
## 3115 AAACGGGAGAGACGAA       CLEC10A -0.8480612619     0
## 3116 GACTACATCACCACCT       CLEC10A  0.8786292444     0
## 3117 GAAACTCAGTTGAGTA       CLEC10A -0.7606884453     0
## 3118 CCCTCCTTCCTCCTAG       CLEC10A  0.8287317726     1
## 3119 GCGACCATCACGGTTA       CLEC10A -0.2994882878     0
## 3120 TCTCTAAAGAGTCGGT       CLEC10A -0.5755385546     1
## 3121 GGCTCGATCTCACATT       CLEC10A -0.2683754907     0
## 3122 CTGATAGAGGCAGGTT       CLEC10A -0.3747776305     1
## 3123 CATGCCTAGGAGTTTA       CLEC10A  1.9237661492     1
## 3124 TGGCTGGTCAGCCTAA       CLEC10A -0.6875552893     0
## 3125 TCAGATGTCGTTACAG       CLEC10A -0.7569174070     0
## 3126 CAGCTGGGTTATGTGC       CLEC10A -0.5739647914     0
## 3127 GGAACTTAGTCGTACT       CLEC10A -0.7534091282     0
## 3128 CCGGGATCACCGGAAA       CLEC10A  0.8430973631     1
## 3129 CCTTCGATCAAAGACA       CLEC10A -0.6327845151     0
## 3130 CGAGAAGGTATCGCAT       CLEC10A -0.7663840576     1
## 3131 CCTAAAGAGACTGGGT       CLEC10A -0.3329565105     0
## 3132 CAGATCACATTGGCGC       CLEC10A -0.6697184928     1
## 3133 CTAGCCTAGCTGGAAC       CLEC10A -0.2353295528     1
## 3134 ATTGGTGTCTCGTATT       CLEC10A -0.9094275823     0
## 3135 GGGAATGTCAAAGTAG       CLEC10A -0.6106747091     1
## 3136 CCATGTCCACGGCCAT       CLEC10A -0.6791532941     0
## 3137 GGCAATTCATATGGTC       CLEC10A -0.4001071987     0
## 3138 CTGTGCTCATGTCCTC       CLEC10A -0.5652616848     0
## 3139 TTAACTCCAACGCACC       CLEC10A -0.7459676838     0
## 3140 CGAACATAGCGGCTTC       CLEC10A -0.5763930748     0
## 3141 TCGCGTTAGGCACATG       CLEC10A  1.4382482605     1
## 3142 GGGTTGCCAAACTGCT       CLEC10A  0.9290847099     0
## 3143 ATAAGAGCAGGTGCCT       CLEC10A -0.6231465921     1
## 3144 CGGACACGTATTCGTG       CLEC10A -0.9568424392     0
## 3145 CTGATAGTCACGACTA       CLEC10A -0.3908832684     0
## 3146 GAACATCGTGAGTATA       CLEC10A -0.7674868185     0
## 3147 TGCTACCAGTGGTCCC       CLEC10A -0.6126375035     0
## 3148 GCTGGGTAGTCTTGCA       CLEC10A -0.8210744325     0
## 3149 TACGGATGTCTAACGT       CLEC10A  0.7323258532     0
## 3150 TGGGCGTCAATGGATA       CLEC10A  1.8450542956     1
## 3151 CTGCTGTCATTTGCTT       CLEC10A  1.1131134548     0
## 3152 GGGCATCAGCAGCCTC       CLEC10A  1.4480169702     1
## 3153 CGTGAGCAGACTAGAT       CLEC10A -0.4994597172     0
## 3154 CAGCGACCACACCGAC       CLEC10A -0.8392427195     0
## 3155 CCCAATCCAGTTAACC       CLEC10A -0.8013857148     0
## 3156 CAGCGACTCAGCGACC       CLEC10A -0.8295883186     0
## 3157 GAGCAGAAGCTATGCT       CLEC10A -0.7994295110     0
## 3158 CTCTGGTTCACTTCAT       CLEC10A -0.4574452985     0
## 3159 CGCGTTTCAGCTGTGC       CLEC10A  0.9542195993     1
## 3160 GGACGTCCACCTCGGA       CLEC10A -0.5481814817     0
## 3161 TAGTTGGAGAGTTGGC       CLEC10A -0.6878571804     0
## 3162 ATTGGTGTCGGAATCT       CLEC10A -0.6291131271     0
## 3163 GAATGAACACGGCCAT       CLEC10A -0.6954139590     0
## 3164 GTGCATACAAGGTGTG       CLEC10A -0.4186086216     0
## 3165 GGAATAAGTCGGCACT       CLEC10A -1.0307530812     0
## 3166 ACCCACTTCCAAAGTC       CLEC10A -0.5047058163     0
## 3167 ACTATCTCAATTCCTT       CLEC10A -0.7566587586     1
## 3168 AGCATACAGTGGGATC       CLEC10A  1.0065786149     0
## 3169 GTCATTTTCCGCATCT      HLA-DQB1  0.6481552068     1
## 3170 ATAAGAGAGGAGTTGC      HLA-DQB1  1.2464010421     1
## 3171 CATTATCCATGGTCTA      HLA-DQB1 -0.0856264428     0
## 3172 CTTAGGAGTGGCGAAT      HLA-DQB1 -0.9082978845     0
## 3173 CATCAGAAGCACCGCT      HLA-DQB1 -0.7661525560     0
## 3174 GCGGGTTAGTAGCCGA      HLA-DQB1 -0.9854492135     0
## 3175 CAGAGAGAGCGCCTTG      HLA-DQB1  0.0766810888     0
## 3176 CTGAAGTCAGACACTT      HLA-DQB1 -0.1091084219     0
## 3177 GGACGTCCAGGTGCCT      HLA-DQB1  0.7813952435     1
## 3178 AAAGCAAGTGGTGTAG      HLA-DQB1  1.1350171049     0
## 3179 TCTCATACAGGGCATA      HLA-DQB1 -1.0613599548     0
## 3180 AACTCAGGTACTCGCG      HLA-DQB1  0.5802363247     0
## 3181 CACATTTGTGAGTATA      HLA-DQB1  0.7373088653     0
## 3182 ACTTTCAAGGTGTTAA      HLA-DQB1  0.4492754970     1
## 3183 TGCCCATCAGACGCAA      HLA-DQB1 -1.2234402483     0
## 3184 CTAAGACCAATGCCAT      HLA-DQB1 -1.1051572760     0
## 3185 CGGAGCTCATTTGCTT      HLA-DQB1 -0.1527731421     0
## 3186 GAGCAGATCGACGGAA      HLA-DQB1  0.4999167644     0
## 3187 TAAACCGAGATCGATA      HLA-DQB1 -1.1801478705     0
## 3188 GTCTCGTGTACATCCA      HLA-DQB1  0.7965486027     0
## 3189 GTATCTTAGACCCACC      HLA-DQB1  0.5945459600     1
## 3190 GAGCAGAAGAGCCTAG      HLA-DQB1  1.4770542001     1
## 3191 GTGCAGCTCACATAGC      HLA-DQB1 -1.2100482830     0
## 3192 CCTATTAGTAAACCTC      HLA-DQB1 -1.2234284808     0
## 3193 AGAGTGGAGTTTAGGA      HLA-DQB1  0.4210023702     0
## 3194 TACGGGCAGGTGATTA      HLA-DQB1  0.0914159412     0
## 3195 ACTATCTCAATCTACG      HLA-DQB1 -0.0450789376     0
## 3196 CGAGCCATCAGGCAAG      HLA-DQB1  0.8433772181     0
## 3197 CGAATGTCAATTGCTG      HLA-DQB1 -1.3564684599     0
## 3198 TACGGTATCGTTACGA      HLA-DQB1 -1.1914604859     0
## 3199 CTGTGCTCAAGGTGTG      HLA-DQB1  0.5079885368     0
## 3200 CCATGTCGTAACGACG      HLA-DQB1  1.0761109122     0
## 3201 TGCTGCTAGACACTAA      HLA-DQB1 -0.1041868692     0
## 3202 ACGGGTCTCGCTTAGA      HLA-DQB1  0.0333771311     0
## 3203 ACGAGGAAGGCTAGCA      HLA-DQB1  0.5384393131     0
## 3204 GCACTCTGTCGGCACT      HLA-DQB1 -0.8847730434     0
## 3205 ATCATGGGTTTAAGCC      HLA-DQB1 -1.2989102082     0
## 3206 GCATGTAGTAAAGGAG      HLA-DQB1 -0.9463222162     0
## 3207 CAACTAGAGTGGGCTA      HLA-DQB1  0.0293519022     0
## 3208 AACACGTCAATCAGAA      HLA-DQB1  2.0665872012     1
## 3209 AAAGTAGGTGTCTGAT      HLA-DQB1  0.6764684508     1
## 3210 CTCATTATCGCTGATA      HLA-DQB1 -1.4860961954     0
## 3211 TACTCGCCAACGCACC      HLA-DQB1  0.6983672520     0
## 3212 GGACATTGTCCTGCTT      HLA-DQB1  1.5018856278     1
## 3213 ACTGAACAGAGCTGGT      HLA-DQB1  0.4879592802     0
## 3214 CTCGGGAAGTGCAAGC      HLA-DQB1 -0.0112051925     0
## 3215 AGCTCCTAGCATGGCA      HLA-DQB1  0.4918773334     0
## 3216 TATTACCGTCGACTGC      HLA-DQB1 -0.0763894375     0
## 3217 GAACGGACATTTCACT      HLA-DQB1 -1.3253755951     0
## 3218 CACAAACTCCCGGATG      HLA-DQB1 -0.1882641928     0
## 3219 GCTCCTAAGGGAGTAA      HLA-DQB1 -1.3576807806     0
## 3220 GACTAACCATCACGTA      HLA-DQB1  1.8007098062     1
## 3221 TACTCGCTCTTAACCT      HLA-DQB1 -0.1516626608     0
## 3222 AGGCCGTCAGGAACGT      HLA-DQB1 -1.4217291683     0
## 3223 CCACTACAGTGCTGCC      HLA-DQB1  1.0401936762     0
## 3224 ATCCACCCAAGCCGTC      HLA-DQB1  1.1510043200     0
## 3225 GAGTCCGAGACTGTAA      HLA-DQB1  0.5066879968     0
## 3226 AAGCCGCCAGAAGCAC      HLA-DQB1 -0.0913023846     0
## 3227 GACACGCCAGATTGCT      HLA-DQB1  0.0826008541     0
## 3228 CGACTTCAGGCTACGA      HLA-DQB1  0.6855624810     0
## 3229 GGGTTGCCAGTAAGCG      HLA-DQB1  0.4890100544     0
## 3230 AGTGAGGGTCAGAATA      HLA-DQB1  0.5102900199     0
## 3231 GATCTAGCAGCCACCA      HLA-DQB1  0.6700318363     0
## 3232 ACGAGGACAAGACGTG      HLA-DQB1  0.5866817243     0
## 3233 CATATGGCAAGCCGCT      HLA-DQB1 -1.1075715935     0
## 3234 TTATGCTCAGACGCTC      HLA-DQB1  0.2659652236     0
## 3235 AGTGTCAAGTCGCCGT      HLA-DQB1 -0.1039767915     0
## 3236 AAGGCAGGTCTGCCAG      HLA-DQB1 -1.2801332738     0
## 3237 TCAGGATAGCCCGAAA      HLA-DQB1  0.0032801109     0
## 3238 CCACTACCACTAGTAC      HLA-DQB1 -1.3922556049     1
## 3239 AGCAGCCTCGCCAAAT      HLA-DQB1 -0.0572785790     0
## 3240 CTGCCTATCCATGCTC      HLA-DQB1 -1.2070156346     0
## 3241 GCTGCAGCATAGTAAG      HLA-DQB1  0.7208636707     0
## 3242 GCGCAGTTCAGTTCGA      HLA-DQB1 -0.0070003273     1
## 3243 GGGCATCGTAGCGCTC      HLA-DQB1  0.4566355333     0
## 3244 CTAATGGGTTACGTCA      HLA-DQB1 -1.3872514105     0
## 3245 ATTCTACGTTATCGGT      HLA-DQB1 -1.5036437404     0
## 3246 GAAATGATCAGCTGGC      HLA-DQB1 -0.0640252494     0
## 3247 TGCTACCTCGTCCAGG      HLA-DQB1 -1.2516968181     0
## 3248 ACATGGTCACTTACGA      HLA-DQB1  0.3320320497     0
## 3249 ACTTTCAAGCGTTGCC      HLA-DQB1 -1.3514954588     0
## 3250 CCTACACGTAAACCTC      HLA-DQB1  0.4228555947     0
## 3251 ATTGGTGAGATCCCAT      HLA-DQB1 -1.1257705555     0
## 3252 CCGGGATCACAGACAG      HLA-DQB1 -1.2926981947     0
## 3253 CAGTAACTCTCTTGAT      HLA-DQB1 -1.3900606966     0
## 3254 ATCTACTCAATAGCGG      HLA-DQB1 -1.3474464302     0
## 3255 ACCCACTGTTAAGAAC      HLA-DQB1  0.3802943343     1
## 3256 ACATACGTCTGCTTGC      HLA-DQB1 -1.2634407596     0
## 3257 CGTCTACGTTGAACTC      HLA-DQB1  0.0882030315     0
## 3258 ATTATCCCAGCAGTTT      HLA-DQB1  0.0162951937     0
## 3259 GAAACTCTCGTTACGA      HLA-DQB1 -1.2242024982     0
## 3260 GATGAAACATCATCCC      HLA-DQB1 -0.0798433073     0
## 3261 CACAGTATCTGTCCGT      HLA-DQB1 -1.0985959227     0
## 3262 TGAAAGAAGGAGCGAG      HLA-DQB1 -1.2864833457     0
## 3263 CCGGTAGAGACCGGAT      HLA-DQB1  0.9723950827     0
## 3264 TGCGGGTTCTAACCGA      HLA-DQB1  1.3759407220     1
## 3265 GGCGACTTCGCGCCAA      HLA-DQB1  0.0163006255     0
## 3266 GGGATGAAGTCGCCGT      HLA-DQB1 -1.3263899879     0
## 3267 GATTCAGGTACAGACG      HLA-DQB1  0.7831022782     0
## 3268 TAGACCACAAGAAGAG      HLA-DQB1 -1.2417036963     0
## 3269 AATCCAGGTCAGAGGT      HLA-DQB1  1.0100588617     1
## 3270 TGAGCCGCAATGGACG      HLA-DQB1  0.0990702482     0
## 3271 CACATAGGTACTCTCC      HLA-DQB1 -1.1450108399     0
## 3272 CATGGCGAGCAATATG      HLA-DQB1  1.9728436814     1
## 3273 CAGTAACGTTATTCTC      HLA-DQB1  0.5995380234     1
## 3274 GCGAGAAGTTCCGTCT      HLA-DQB1  0.7952471005     0
## 3275 TTTACTGGTCCCTTGT      HLA-DQB1 -0.0005833081     1
## 3276 ATCATGGCACGAAATA      HLA-DQB1 -1.2328115755     0
## 3277 CGCCAAGAGGCAGTCA      HLA-DQB1  0.3755778124     0
## 3278 CGTCCATGTCCAGTAT      HLA-DQB1 -1.2961344596     0
## 3279 TGGCGCATCCATTCTA      HLA-DQB1  0.5880926858     0
## 3280 CCCATACGTAGCTTGT      HLA-DQB1 -1.1272828827     0
## 3281 GCATGCGGTGCTGTAT      HLA-DQB1 -1.2145281282     0
## 3282 TTCTTAGCATGCTAGT      HLA-DQB1 -1.1368423961     0
## 3283 TGCGCAGAGTGGACGT      HLA-DQB1  1.7774584024     1
## 3284 ATTATCCGTTGCTCCT      HLA-DQB1  0.8707475980     0
## 3285 AGAATAGAGACTAGGC      HLA-DQB1  1.7558347251     0
## 3286 CCTACACAGCTGCAAG      HLA-DQB1  0.9977742315     1
## 3287 GACAGAGAGTGCTGCC      HLA-DQB1 -0.0841175086     0
## 3288 GTTCGGGTCCCAAGAT      HLA-DQB1  0.6777413315     0
## 3289 AGTAGTCGTAAGCACG      HLA-DQB1 -0.0061005917     0
## 3290 CTCACACGTACCTACA      HLA-DQB1 -0.2152050469     0
## 3291 GCAGTTAAGTGGGTTG      HLA-DQB1  0.7379879354     0
## 3292 GTCAAGTCAGCTCGAC      HLA-DQB1  0.6571180967     1
## 3293 GCTGCGATCCCTAACC      HLA-DQB1  0.2651949691     1
## 3294 GATCGTATCCCTAACC      HLA-DQB1 -1.3162010500     0
## 3295 TGAGAGGTCCGTAGTA      HLA-DQB1  0.9837938630     0
## 3296 CTCGTCAGTGCACTTA      HLA-DQB1  0.0024806469     0
## 3297 AGCATACAGCAAATCA      HLA-DQB1  0.4509159619     0
## 3298 TCGGGACGTGTCAATC      HLA-DQB1 -1.3209265267     0
## 3299 ATGCGATGTAAACACA      HLA-DQB1 -0.0125525498     0
## 3300 CATGACACACAACGTT      HLA-DQB1 -1.0211477599     0
## 3301 GCTTGAAGTGCTAGCC      HLA-DQB1  1.1528299475     0
## 3302 TTTGGTTTCTCTTATG      HLA-DQB1  0.8164234496     0
## 3303 ACACCCTGTGAAATCA      HLA-DQB1  0.2425892522     0
## 3304 ATCATGGTCCCTCAGT      HLA-DQB1 -1.2086085768     0
## 3305 CCTCTGACAATCAGAA      HLA-DQB1 -1.4162615519     0
## 3306 ACATACGAGACACTAA      HLA-DQB1 -0.3542992518     0
## 3307 TCACAAGTCCGTAGGC      HLA-DQB1  0.3223195714     1
## 3308 GCAGTTAGTCCAGTGC      HLA-DQB1  1.0722324343     1
## 3309 AGTGAGGGTTACAGAA      HLA-DQB1 -0.0377615757     0
## 3310 CACACAAGTAATCACC      HLA-DQB1 -1.3602878476     0
## 3311 GATCGCGAGGCTAGAC      HLA-DQB1  0.6428490572     0
## 3312 CTCGTACTCCTTTCGG      HLA-DQB1  0.1899439489     0
## 3313 ATCCACCTCGGCGGTT      HLA-DQB1  0.5956324528     0
## 3314 GAAGCAGAGCTAGTTC      HLA-DQB1 -1.4102668340     0
## 3315 CAGTCCTAGTGTCTCA      HLA-DQB1 -1.1933757817     0
## 3316 CGCTTCACAATGGATA      HLA-DQB1  0.0819046022     0
## 3317 TCCCGATTCATATCGG      HLA-DQB1  0.8191483634     0
## 3318 TGTGGTACATATACCG      HLA-DQB1 -1.2017258308     0
## 3319 TACCTTACACTACAGT      HLA-DQB1  0.7259674769     1
## 3320 GTAGGCCGTCCGTCAG      HLA-DQB1  1.0983757225     0
## 3321 CAGAATCCAATCAGAA      HLA-DQB1  0.8851283984     0
## 3322 GGATTACTCTGTGCAA      HLA-DQB1  2.0008441336     1
## 3323 GTCGTAAGTTTGTTTC      HLA-DQB1  0.6000771056     0
## 3324 GATCGTAAGCCAGTAG      HLA-DQB1 -1.3370069390     0
## 3325 GACTACAGTTAAAGAC      HLA-DQB1  0.4146530492     0
## 3326 CATGACACAACACCTA      HLA-DQB1 -1.4912703847     0
## 3327 CACCAGGTCACGCGGT      HLA-DQB1  0.6332858477     0
## 3328 GTCTTCGTCTGAGTGT      HLA-DQB1  0.1763641240     1
## 3329 CCTTCGAAGTGGGATC      HLA-DQB1  0.4276720546     0
## 3330 GTGCGGTGTCCTGCTT      HLA-DQB1 -0.0551880134     0
## 3331 GTCACAACATGCCTTC      HLA-DQB1  1.0369430945     1
## 3332 CAGAGAGTCAGTCAGT      HLA-DQB1 -1.3623622300     0
## 3333 GTGCGGTGTACTCTCC      HLA-DQB1 -0.0283615537     0
## 3334 CAGCTAATCAAGATCC      HLA-DQB1  0.4245625212     1
## 3335 CAAGATCGTTGGGACA      HLA-DQB1  0.3755778124     0
## 3336 TTTATGCCATCACAAC      HLA-DQB1 -0.0566026453     0
## 3337 CGGTTAATCCCAAGTA      HLA-DQB1  0.7352191956     0
## 3338 TAGCCGGTCCGTAGTA      HLA-DQB1  1.4468609013     1
## 3339 ACGAGCCGTGTTTGTG      HLA-DQB1 -1.1571573488     0
## 3340 AGCATACCAAACCCAT      HLA-DQB1  0.5964102991     0
## 3341 GAAATGATCAACACTG      HLA-DQB1 -0.0703740740     0
## 3342 TATCTCACATAACCTG      HLA-DQB1 -1.2301023952     0
## 3343 CCGTACTCACTTCTGC      HLA-DQB1  0.5429883949     1
## 3344 CTAGAGTTCAGAGGTG      HLA-DQB1  0.0165979174     0
## 3345 CTGATAGCATACAGCT      HLA-DQB1 -1.2971737296     0
## 3346 TCGAGGCCACGGTAGA      HLA-DQB1  0.9461712108     1
## 3347 GATCAGTTCACTTATC      HLA-DQB1 -1.1568385261     0
## 3348 GTTTCTAAGCCCTAAT      HLA-DQB1 -1.2185239540     0
## 3349 CAGCTGGAGGAATTAC      HLA-DQB1  0.3283836788     1
## 3350 AGAGTGGTCGATCCCT      HLA-DQB1 -1.4921407837     0
## 3351 CATGGCGCAACTGCTA      HLA-DQB1 -1.2172084940     0
## 3352 CTGGTCTGTATATGGA      HLA-DQB1  1.5171098869     1
## 3353 CGTCACTCACAGGAGT      HLA-DQB1 -0.0233769301     0
## 3354 AACTGGTTCAACCAAC      HLA-DQB1  1.1999832741     1
## 3355 CCATTCGCAGGGAGAG      HLA-DQB1  0.0884428307     0
## 3356 CATCAGATCTTCAACT      HLA-DQB1  0.8554917753     0
## 3357 GAATGAATCAGGCAAG      HLA-DQB1 -1.1671163182     0
## 3358 TGTCCCATCGAATGCT      HLA-DQB1 -0.1629292009     0
## 3359 AGTGGGACAGCCAATT      HLA-DQB1 -1.4215450642     0
## 3360 AGAGCTTTCACATGCA      HLA-DQB1 -1.2989592365     0
## 3361 TGCGGGTTCTGCAGTA      HLA-DQB1 -0.1294192408     0
## 3362 GTCGTAAGTCGGCACT      HLA-DQB1 -0.8997043961     0
## 3363 CTCGAGGTCGGAGCAA      HLA-DQB1 -0.0228958556     0
## 3364 CTACACCAGATGAGAG      HLA-DQB1 -0.0674723486     0
## 3365 ACGGCCATCTTACCTA      HLA-DQB1 -1.3406152513     0
## 3366 CCCAGTTCACACCGAC      HLA-DQB1  1.6176986084     1
## 3367 TCGGGACTCGGATGGA      HLA-DQB1 -1.3387075066     1
## 3368 CATCGGGTCCCGACTT      HLA-DQB1 -0.0357680814     1
## 3369 CTTAACTGTAAGGATT      HLA-DQB1  0.7678782712     0
## 3370 AACCATGAGCGTAATA      HLA-DQB1 -0.0990269549     0
## 3371 TCAGATGGTCTTCTCG      HLA-DQB1  0.5074921394     0
## 3372 CTCACACTCCCAACGG      HLA-DQB1 -1.4192694379     0
## 3373 CCATGTCAGGATGGAA      HLA-DQB1  0.1033759856     0
## 3374 GGGTCTGGTACTTGAC      HLA-DQB1 -0.0866020949     0
## 3375 GGAACTTCACAGTCGC      HLA-DQB1 -0.0936777296     0
## 3376 GACCTGGCACATCCAA      HLA-DQB1 -1.2242294902     0
## 3377 CAGTCCTCAAGACACG      HLA-DQB1  0.5051273597     1
## 3378 AGATCTGCATATGGTC      HLA-DQB1  0.6609439035     0
## 3379 CATCAGAGTATTCTCT      HLA-DQB1 -1.4589222448     0
## 3380 TGCACCTTCGATAGAA      HLA-DQB1 -1.3264730945     0
## 3381 CCTACACTCCCAAGTA      HLA-DQB1 -0.0611404957     0
## 3382 ACTTTCATCGTAGATC      HLA-DQB1  1.1615592683     1
## 3383 TTGCGTCCACCATGTA      HLA-DQB1 -0.1169576776     0
## 3384 AAATGCCAGGTGCTAG      HLA-DQB1 -1.1466184760     0
## 3385 ATGCGATGTCCATCCT      HLA-DQB1  1.6308418819     1
## 3386 CCAGCGAAGCCACTAT      HLA-DQB1 -1.3738703799     0
## 3387 TACTTGTAGTGTACTC      HLA-DQB1  0.6817199682     0
## 3388 AGGGATGTCTCGCTTG      HLA-DQB1  0.8535521172     1
## 3389 TGTCCCAGTATTAGCC      HLA-DQB1  0.6871198259     0
## 3390 TGCTACCTCGCACTCT      HLA-DQB1 -0.2667187761     0
## 3391 GTAACGTCAGTATAAG      HLA-DQB1  0.3580054313     1
## 3392 GCGCAACGTTCGTTGA      HLA-DQB1  0.3818846309     1
## 3393 GCGAGAACATGAGCGA      HLA-DQB1 -0.1009113496     1
## 3394 TGCCCTAGTGCACCAC      HLA-DQB1  1.2810351387     1
## 3395 CTAGAGTGTAAACACA      HLA-DQB1  1.0327599596     0
## 3396 AGTAGTCCACCGGAAA      HLA-DQB1  1.1844409628     0
## 3397 CATATTCTCAGCGATT      HLA-DQB1  0.6357099708     0
## 3398 GAATGAAGTAACGACG      HLA-DQB1  0.6829169845     0
## 3399 GATCAGTAGTACTTGC      HLA-DQB1 -1.3311736303     0
## 3400 CAAGAAACAGGATTGG      HLA-DQB1  2.0285450186     1
## 3401 CCTATTATCAACACTG      HLA-DQB1  1.0923967651     0
## 3402 CAGCAGCTCTGCGGCA      HLA-DQB1  0.0519390859     0
## 3403 ATAAGAGAGCTGCGAA      HLA-DQB1  1.5424334853     0
## 3404 AGATCTGCACCTATCC      HLA-DQB1  0.3997016119     0
## 3405 GACACGCGTAGAGCTG      HLA-DQB1 -0.0390663645     0
## 3406 TACACGAAGCTAGGCA      HLA-DQB1 -1.4181792957     0
## 3407 AACACGTTCCGAAGAG      HLA-DQB1  0.8598138880     0
## 3408 TTAACTCGTGTAATGA      HLA-DQB1  1.4226048083     1
## 3409 TGGCGCAGTTCAGACT      HLA-DQB1  0.9824642891     0
## 3410 CATCAGAGTCTAGTCA      HLA-DQB1  0.7259672978     1
## 3411 CTAGAGTAGCATGGCA      HLA-DQB1 -1.6206610094     0
## 3412 TACGGTAAGCGTGAAC      HLA-DQB1 -1.1692786592     0
## 3413 TGACTTTTCGGATGTT      HLA-DQB1  1.6782746209     1
## 3414 CTCACACTCCTACAGA      HLA-DQB1  1.1367406262     0
## 3415 CCGTACTCACTGAAGG      HLA-DQB1  0.1189729263     0
## 3416 ATAACGCGTGGAAAGA      HLA-DQB1 -0.0977697722     0
## 3417 GCTTGAAAGCTAGGCA      HLA-DQB1  1.3896821491     1
## 3418 AAGTCTGGTGTTGGGA      HLA-DQB1 -1.4495309953     0
## 3419 CGATCGGGTACAGCAG      HLA-DQB1  0.8417865705     0
## 3420 AGTAGTCTCGATGAGG      HLA-DQB1  0.0263110186     0
## 3421 CGACCTTCAGACGCTC      HLA-DQB1  1.7589498955     1
## 3422 GCATACACATGCAACT      HLA-DQB1 -0.0008966754     0
## 3423 TCCCGATTCGCAGGCT      HLA-DQB1  0.7948364245     0
## 3424 TTAGGCAAGATCGATA      HLA-DQB1  1.2881720185     1
## 3425 TCGTACCAGGCAAAGA      HLA-DQB1 -0.1097923971     0
## 3426 GGATGTTGTATAGGGC      HLA-DQB1 -0.2261086775     0
## 3427 AATCCAGCAGAGTGTG      HLA-DQB1  0.6132069760     0
## 3428 CATGCCTCACGGCCAT      HLA-DQB1  1.1850873466     1
## 3429 CTCGAAACACATGACT      HLA-DQB1 -1.5459590378     0
## 3430 CTGCCTAGTTGCGTTA      HLA-DQB1  0.4779221091     0
## 3431 GGCGACTAGACAGAGA      HLA-DQB1  0.6351175792     1
## 3432 TACAGTGGTGTAATGA      HLA-DQB1  0.8431225015     1
## 3433 ACGAGCCTCTTATCTG      HLA-DQB1 -1.1542858910     0
## 3434 GGGAATGCAAATACAG      HLA-DQB1  0.8928366733     1
## 3435 TGCACCTGTACCGAGA      HLA-DQB1 -1.5128939565     0
## 3436 ATCATCTTCAGTCAGT      HLA-DQB1 -1.4376043392     0
## 3437 CATATTCGTACAGTTC      HLA-DQB1 -1.5411289798     0
## 3438 GCATGATGTTCCACTC      HLA-DQB1  0.7541281873     0
## 3439 AAGGCAGTCACGACTA      HLA-DQB1  0.6855839423     0
## 3440 GAAACTCTCTATCCCG      HLA-DQB1  0.5401671900     0
## 3441 AGCATACTCTGCTGTC      HLA-DQB1 -0.0416513307     1
## 3442 TGGGCGTCAGCGTTCG      HLA-DQB1 -1.1690882823     1
## 3443 TCGTAGAGTTCGTCTC      HLA-DQB1 -1.2061565695     0
## 3444 GACAGAGGTACCGCTG      HLA-DQB1  0.7750016397     1
## 3445 TCTCATACACATAACC      HLA-DQB1 -0.2705230201     0
## 3446 TGGGCGTCATTGAGCT      HLA-DQB1 -1.1276306597     0
## 3447 CATGACACATGTCTCC      HLA-DQB1 -0.1221947620     0
## 3448 GAATAAGGTGCACGAA      HLA-DQB1  1.7198397711     1
## 3449 TGCGCAGCAAGCGAGT      HLA-DQB1 -1.7182965395     0
## 3450 CTTCTCTCAGCCAGAA      HLA-DQB1 -1.2927395166     0
## 3451 AAGCCGCAGTGGCACA      HLA-DQB1 -1.5088593252     0
## 3452 CTCTACGAGTGGACGT      HLA-DQB1  0.6285949616     0
## 3453 GTCATTTTCTATCCCG      HLA-DQB1  0.8549042552     0
## 3454 CGAGCACAGCCACTAT      HLA-DQB1  0.9091220238     1
## 3455 AGTAGTCGTAACGACG      HLA-DQB1 -0.1533146072     0
## 3456 GACGTGCAGAGGGATA      HLA-DQB1 -1.1238958634     0
## 3457 GTCTTCGTCCAACCAA      HLA-DQB1 -1.3610764118     0
## 3458 CAAGGCCTCGCCCTTA      HLA-DQB1  0.5681593341     0
## 3459 TGTGGTACATGGTTGT      HLA-DQB1  1.5115212179     0
## 3460 CCTCAGTTCGAATGCT      HLA-DQB1  0.6162829255     1
## 3461 ACCGTAATCTGAGGGA      HLA-DQB1  1.1003875151     1
## 3462 GTTAAGCCAGTTCATG      HLA-DQB1 -0.1583768938     0
## 3463 CTGCCTATCAATCTCT      HLA-DQB1 -1.4541970081     0
## 3464 GACGGCTTCTCCAACC      HLA-DQB1  0.7582329785     0
## 3465 TTTCCTCCAGTTCCCT      HLA-DQB1  0.7727189649     0
## 3466 GCGCCAAAGCCCTAAT      HLA-DQB1  0.9832168009     0
## 3467 CCACCTATCCCGACTT      HLA-DQB1 -1.3748240839     1
## 3468 TTTATGCCAGGGCATA      HLA-DQB1  1.8369855630     1
## 3469 TACAGTGTCGCGGATC      HLA-DQB1 -1.3567841685     1
## 3470 AGCTCTCCACCACGTG      HLA-DQB1  1.3334484892     0
## 3471 GTGGGTCCATTGAGCT      HLA-DQB1  1.6015781400     1
## 3472 GGGATGACAGACTCGC      HLA-DQB1 -1.2681748025     0
## 3473 ACACCAAGTTCGGGCT      HLA-DQB1  1.6342026607     1
## 3474 TGATTTCAGCTATGCT      HLA-DQB1 -0.1232346537     1
## 3475 TGGCCAGAGAGGGCTT      HLA-DQB1  0.4433343415     0
## 3476 TCGGTAAGTAAAGTCA      HLA-DQB1 -0.0790612910     0
## 3477 TGAAAGAGTCCCTTGT      HLA-DQB1  1.1634035395     1
## 3478 CCGTGGATCGTTTATC      HLA-DQB1  0.3473348965     1
## 3479 GAACCTATCCTCAACC      HLA-DQB1  1.1493758472     0
## 3480 GCGCAGTCATCCAACA      HLA-DQB1  0.5189266033     1
## 3481 ACATGGTTCGCGCCAA      HLA-DQB1  0.7302298180     1
## 3482 CTTGGCTGTACGCACC      HLA-DQB1  0.1253329494     0
## 3483 AGATTGCAGGCCCGTT      HLA-DQB1 -1.3324471923     0
## 3484 AGGCCGTGTTACGGAG      HLA-DQB1  1.6468584749     1
## 3485 GGTGTTAGTTAAGATG      HLA-DQB1  0.9278660970     0
## 3486 GGAATAATCCTGTAGA      HLA-DQB1  0.6919176665     1
## 3487 TATTACCGTATTAGCC      HLA-DQB1  0.8933752628     1
## 3488 ATAACGCGTTAGTGGG      HLA-DQB1 -0.0213259501     0
## 3489 AAACGGGGTTATCCGA      HLA-DQB1  0.5350151765     0
## 3490 TGTGGTATCGTTTAGG      HLA-DQB1  1.3141615621     1
## 3491 ATCACGAGTATGAATG      HLA-DQB1  1.0863092447     1
## 3492 CAGCAGCTCACCTCGT      HLA-DQB1  0.7173946211     0
## 3493 CCAATCCGTATTACCG      HLA-DQB1 -0.1373789033     1
## 3494 TTCTACATCACATAGC      HLA-DQB1 -0.0258188830     0
## 3495 TGTCCCATCGTATCAG      HLA-DQB1 -1.2133324504     0
## 3496 AGCTCTCAGTGTTTGC      HLA-DQB1 -1.1428249922     0
## 3497 CAACCTCAGTAACCCT      HLA-DQB1  0.6082146461     0
## 3498 GTGGGTCAGGTAAACT      HLA-DQB1  1.0686834434     0
## 3499 TAAGTGCCACGTCAGC      HLA-DQB1  0.1856681334     1
## 3500 GACCTGGCAGCCACCA      HLA-DQB1 -1.3129097889     0
## 3501 ACAGCCGCAGGATCGA      HLA-DQB1 -0.0665080363     0
## 3502 AACTCCCCAGCTCGCA      HLA-DQB1 -1.2481519031     0
## 3503 GGAAAGCGTCTCTCGT      HLA-DQB1 -1.3453496475     0
## 3504 CGCTTCAAGCAGGTCA      HLA-DQB1  1.2558426547     1
## 3505 GATCGCGAGAAGGGTA      HLA-DQB1  0.8319022219     1
## 3506 AAGCCGCCAGGATTGG      HLA-DQB1  0.8825081910     1
## 3507 ATTGGACGTCGTGGCT      HLA-DQB1  0.5785343991     0
## 3508 CCCATACCACTAAGTC      HLA-DQB1 -1.5742885768     0
## 3509 TCTCTAATCCCATTTA      HLA-DQB1  0.8995714873     1
## 3510 TCGTAGAGTGGTACAG      HLA-DQB1  0.4989941973     1
## 3511 AAACGGGAGAGACGAA      HLA-DQB1 -0.2182604673     0
## 3512 GACTACATCACCACCT      HLA-DQB1  0.3879046831     0
## 3513 GAAACTCAGTTGAGTA      HLA-DQB1 -1.4893976229     0
## 3514 CCCTCCTTCCTCCTAG      HLA-DQB1  1.4822259622     1
## 3515 GCGACCATCACGGTTA      HLA-DQB1  0.3503724625     0
## 3516 TCTCTAAAGAGTCGGT      HLA-DQB1  1.6450133742     1
## 3517 GGCTCGATCTCACATT      HLA-DQB1  1.1245189397     0
## 3518 CTGATAGAGGCAGGTT      HLA-DQB1  0.7288691182     1
## 3519 CATGCCTAGGAGTTTA      HLA-DQB1  1.0259671576     1
## 3520 TGGCTGGTCAGCCTAA      HLA-DQB1 -0.0389883239     0
## 3521 TCAGATGTCGTTACAG      HLA-DQB1 -1.4811250527     0
## 3522 CAGCTGGGTTATGTGC      HLA-DQB1  0.6125869352     0
## 3523 GGAACTTAGTCGTACT      HLA-DQB1 -0.1114956446     0
## 3524 CCGGGATCACCGGAAA      HLA-DQB1  1.1830695435     1
## 3525 CCTTCGATCAAAGACA      HLA-DQB1 -1.3836288222     0
## 3526 CGAGAAGGTATCGCAT      HLA-DQB1  0.7766976947     1
## 3527 CCTAAAGAGACTGGGT      HLA-DQB1  0.1475261258     0
## 3528 CAGATCACATTGGCGC      HLA-DQB1  1.1434548011     1
## 3529 CTAGCCTAGCTGGAAC      HLA-DQB1  0.3055972469     1
## 3530 ATTGGTGTCTCGTATT      HLA-DQB1 -1.6079165438     0
## 3531 GGGAATGTCAAAGTAG      HLA-DQB1 -1.3657301133     1
## 3532 CCATGTCCACGGCCAT      HLA-DQB1 -1.4209234387     0
## 3533 GGCAATTCATATGGTC      HLA-DQB1 -1.1962019318     0
## 3534 CTGTGCTCATGTCCTC      HLA-DQB1 -1.3265246158     0
## 3535 TTAACTCCAACGCACC      HLA-DQB1  1.0940302219     0
## 3536 CGAACATAGCGGCTTC      HLA-DQB1 -1.3412461224     0
## 3537 TCGCGTTAGGCACATG      HLA-DQB1  1.6645472725     1
## 3538 GGGTTGCCAAACTGCT      HLA-DQB1  0.4295623860     0
## 3539 ATAAGAGCAGGTGCCT      HLA-DQB1 -0.0285247498     1
## 3540 CGGACACGTATTCGTG      HLA-DQB1 -1.6508100590     0
## 3541 CTGATAGTCACGACTA      HLA-DQB1 -1.1898944549     0
## 3542 GAACATCGTGAGTATA      HLA-DQB1  0.7724967652     0
## 3543 TGCTACCAGTGGTCCC      HLA-DQB1 -1.3682835008     0
## 3544 GCTGGGTAGTCTTGCA      HLA-DQB1 -1.5341635353     0
## 3545 TACGGATGTCTAACGT      HLA-DQB1  0.2708218204     0
## 3546 TGGGCGTCAATGGATA      HLA-DQB1  1.7397040959     1
## 3547 CTGCTGTCATTTGCTT      HLA-DQB1 -1.4074786291     0
## 3548 GGGCATCAGCAGCCTC      HLA-DQB1  1.6728561888     1
## 3549 CGTGAGCAGACTAGAT      HLA-DQB1 -1.2746813640     0
## 3550 CAGCGACCACACCGAC      HLA-DQB1 -0.1495415199     0
## 3551 CCCAATCCAGTTAACC      HLA-DQB1 -1.5196962192     0
## 3552 CAGCGACTCAGCGACC      HLA-DQB1  0.3666624983     0
## 3553 GAGCAGAAGCTATGCT      HLA-DQB1 -1.5187214107     0
## 3554 CTCTGGTTCACTTCAT      HLA-DQB1  1.1695366121     0
## 3555 CGCGTTTCAGCTGTGC      HLA-DQB1 -1.4443397643     1
## 3556 GGACGTCCACCTCGGA      HLA-DQB1 -1.3157001596     0
## 3557 TAGTTGGAGAGTTGGC      HLA-DQB1 -0.0553692778     0
## 3558 ATTGGTGTCGGAATCT      HLA-DQB1  0.5095517380     0
## 3559 GAATGAACACGGCCAT      HLA-DQB1 -1.4355455382     0
## 3560 GTGCATACAAGGTGTG      HLA-DQB1  0.6867085231     0
## 3561 GGAATAAGTCGGCACT      HLA-DQB1  0.2297553746     0
## 3562 ACCCACTTCCAAAGTC      HLA-DQB1 -1.2743486396     0
## 3563 ACTATCTCAATTCCTT      HLA-DQB1 -1.4870066880     1
## 3564 AGCATACAGTGGGATC      HLA-DQB1 -0.0725221612     0
## 3565 GTCATTTTCCGCATCT      HLA-DQA2 -0.2244172089     1
## 3566 ATAAGAGAGGAGTTGC      HLA-DQA2  1.3977777925     1
## 3567 CATTATCCATGGTCTA      HLA-DQA2  1.2232162141     0
## 3568 CTTAGGAGTGGCGAAT      HLA-DQA2 -0.3479184513     0
## 3569 CATCAGAAGCACCGCT      HLA-DQA2  0.8609831697     0
## 3570 GCGGGTTAGTAGCCGA      HLA-DQA2 -0.4114949794     0
## 3571 CAGAGAGAGCGCCTTG      HLA-DQA2 -0.3194187964     0
## 3572 CTGAAGTCAGACACTT      HLA-DQA2  0.6702912436     0
## 3573 GGACGTCCAGGTGCCT      HLA-DQA2  1.2700585963     1
## 3574 AAAGCAAGTGGTGTAG      HLA-DQA2 -0.5308534716     0
## 3575 TCTCATACAGGGCATA      HLA-DQA2 -0.4696164403     0
## 3576 AACTCAGGTACTCGCG      HLA-DQA2 -0.3986131943     0
## 3577 CACATTTGTGAGTATA      HLA-DQA2  1.2607804662     0
## 3578 ACTTTCAAGGTGTTAA      HLA-DQA2  1.2742938327     1
## 3579 TGCCCATCAGACGCAA      HLA-DQA2 -0.5979536581     0
## 3580 CTAAGACCAATGCCAT      HLA-DQA2 -0.5034785546     0
## 3581 CGGAGCTCATTTGCTT      HLA-DQA2 -0.6262875859     0
## 3582 GAGCAGATCGACGGAA      HLA-DQA2 -0.4963537661     0
## 3583 TAAACCGAGATCGATA      HLA-DQA2 -0.5651138283     0
## 3584 GTCTCGTGTACATCCA      HLA-DQA2 -0.4366581963     0
## 3585 GTATCTTAGACCCACC      HLA-DQA2  0.8070242530     1
## 3586 GAGCAGAAGAGCCTAG      HLA-DQA2  1.9193796624     1
## 3587 GTGCAGCTCACATAGC      HLA-DQA2 -0.5930455307     0
## 3588 CCTATTAGTAAACCTC      HLA-DQA2 -0.6009642473     0
## 3589 AGAGTGGAGTTTAGGA      HLA-DQA2 -0.5923416374     0
## 3590 TACGGGCAGGTGATTA      HLA-DQA2  0.8198172237     0
## 3591 ACTATCTCAATCTACG      HLA-DQA2 -0.6020797862     0
## 3592 CGAGCCATCAGGCAAG      HLA-DQA2 -0.5230534805     0
## 3593 CGAATGTCAATTGCTG      HLA-DQA2  0.6325667109     0
## 3594 TACGGTATCGTTACGA      HLA-DQA2  1.3134566823     0
## 3595 CTGTGCTCAAGGTGTG      HLA-DQA2 -0.5397986567     0
## 3596 CCATGTCGTAACGACG      HLA-DQA2  0.7362030102     0
## 3597 TGCTGCTAGACACTAA      HLA-DQA2  0.6759453852     0
## 3598 ACGGGTCTCGCTTAGA      HLA-DQA2  0.7844751851     0
## 3599 ACGAGGAAGGCTAGCA      HLA-DQA2 -0.5124753334     0
## 3600 GCACTCTGTCGGCACT      HLA-DQA2 -0.3820433019     0
## 3601 ATCATGGGTTTAAGCC      HLA-DQA2 -0.6511206754     0
## 3602 GCATGTAGTAAAGGAG      HLA-DQA2 -0.4178479627     0
## 3603 CAACTAGAGTGGGCTA      HLA-DQA2 -0.5414258255     0
## 3604 AACACGTCAATCAGAA      HLA-DQA2  2.2404562925     1
## 3605 AAAGTAGGTGTCTGAT      HLA-DQA2  1.2414397558     1
## 3606 CTCATTATCGCTGATA      HLA-DQA2 -0.7997862810     0
## 3607 TACTCGCCAACGCACC      HLA-DQA2 -0.7037508220     0
## 3608 GGACATTGTCCTGCTT      HLA-DQA2  2.5000000000     1
## 3609 ACTGAACAGAGCTGGT      HLA-DQA2  0.7468759877     0
## 3610 CTCGGGAAGTGCAAGC      HLA-DQA2 -0.5729635064     0
## 3611 AGCTCCTAGCATGGCA      HLA-DQA2 -0.5753757274     0
## 3612 TATTACCGTCGACTGC      HLA-DQA2 -0.6792050351     0
## 3613 GAACGGACATTTCACT      HLA-DQA2  0.7130534162     0
## 3614 CACAAACTCCCGGATG      HLA-DQA2 -0.7013567438     0
## 3615 GCTCCTAAGGGAGTAA      HLA-DQA2  0.6494600069     0
## 3616 GACTAACCATCACGTA      HLA-DQA2  0.7187279425     1
## 3617 TACTCGCTCTTAACCT      HLA-DQA2  0.6747604862     0
## 3618 AGGCCGTCAGGAACGT      HLA-DQA2  0.6216190592     0
## 3619 CCACTACAGTGCTGCC      HLA-DQA2 -0.4678668113     0
## 3620 ATCCACCCAAGCCGTC      HLA-DQA2  0.6589209950     0
## 3621 GAGTCCGAGACTGTAA      HLA-DQA2 -0.6269834909     0
## 3622 AAGCCGCCAGAAGCAC      HLA-DQA2 -0.6598287495     0
## 3623 GACACGCCAGATTGCT      HLA-DQA2  0.8343041031     0
## 3624 CGACTTCAGGCTACGA      HLA-DQA2  1.2600806190     0
## 3625 GGGTTGCCAGTAAGCG      HLA-DQA2  0.7477037273     0
## 3626 AGTGAGGGTCAGAATA      HLA-DQA2 -0.6341804677     0
## 3627 GATCTAGCAGCCACCA      HLA-DQA2 -0.7402763885     0
## 3628 ACGAGGACAAGACGTG      HLA-DQA2 -0.5731656873     0
## 3629 CATATGGCAAGCCGCT      HLA-DQA2 -0.5354731044     0
## 3630 TTATGCTCAGACGCTC      HLA-DQA2 -0.7537098427     0
## 3631 AGTGTCAAGTCGCCGT      HLA-DQA2 -0.6890112072     0
## 3632 AAGGCAGGTCTGCCAG      HLA-DQA2 -0.6621257981     0
## 3633 TCAGGATAGCCCGAAA      HLA-DQA2 -0.6103331539     0
## 3634 CCACTACCACTAGTAC      HLA-DQA2 -0.7288156892     1
## 3635 AGCAGCCTCGCCAAAT      HLA-DQA2 -0.6438587423     0
## 3636 CTGCCTATCCATGCTC      HLA-DQA2  1.4073843944     0
## 3637 GCTGCAGCATAGTAAG      HLA-DQA2  1.2889293732     0
## 3638 GCGCAGTTCAGTTCGA      HLA-DQA2 -0.6134847954     1
## 3639 GGGCATCGTAGCGCTC      HLA-DQA2 -0.6320736408     0
## 3640 CTAATGGGTTACGTCA      HLA-DQA2  0.6478383055     0
## 3641 ATTCTACGTTATCGGT      HLA-DQA2 -0.7998002060     0
## 3642 GAAATGATCAGCTGGC      HLA-DQA2 -0.6291135530     0
## 3643 TGCTACCTCGTCCAGG      HLA-DQA2 -0.6365099624     0
## 3644 ACATGGTCACTTACGA      HLA-DQA2 -0.7369609284     0
## 3645 ACTTTCAAGCGTTGCC      HLA-DQA2  0.6895016446     0
## 3646 CCTACACGTAAACCTC      HLA-DQA2 -0.6846723453     0
## 3647 ATTGGTGAGATCCCAT      HLA-DQA2 -0.5480823457     0
## 3648 CCGGGATCACAGACAG      HLA-DQA2  0.7437329996     0
## 3649 CAGTAACTCTCTTGAT      HLA-DQA2 -0.7364448828     0
## 3650 ATCTACTCAATAGCGG      HLA-DQA2 -0.6978686273     0
## 3651 ACCCACTGTTAAGAAC      HLA-DQA2 -0.7355935139     1
## 3652 ACATACGTCTGCTTGC      HLA-DQA2 -0.6546100365     0
## 3653 CGTCTACGTTGAACTC      HLA-DQA2  0.8287028233     0
## 3654 ATTATCCCAGCAGTTT      HLA-DQA2  1.4153190977     0
## 3655 GAAACTCTCGTTACGA      HLA-DQA2 -0.6165397381     0
## 3656 GATGAAACATCATCCC      HLA-DQA2  0.7422472696     0
## 3657 CACAGTATCTGTCCGT      HLA-DQA2  0.8963328116     0
## 3658 TGAAAGAAGGAGCGAG      HLA-DQA2 -0.6655009965     0
## 3659 CCGGTAGAGACCGGAT      HLA-DQA2 -0.6712904632     0
## 3660 TGCGGGTTCTAACCGA      HLA-DQA2  0.8062007048     1
## 3661 GGCGACTTCGCGCCAA      HLA-DQA2 -0.6471302887     0
## 3662 GGGATGAAGTCGCCGT      HLA-DQA2 -0.6939134675     0
## 3663 GATTCAGGTACAGACG      HLA-DQA2 -0.6597216852     0
## 3664 TAGACCACAAGAAGAG      HLA-DQA2 -0.6300010991     0
## 3665 AATCCAGGTCAGAGGT      HLA-DQA2 -0.6906839327     1
## 3666 TGAGCCGCAATGGACG      HLA-DQA2 -0.5550362398     0
## 3667 CACATAGGTACTCTCC      HLA-DQA2  0.8583105916     0
## 3668 CATGGCGAGCAATATG      HLA-DQA2  0.7683039877     1
## 3669 CAGTAACGTTATTCTC      HLA-DQA2  1.8765825048     1
## 3670 GCGAGAAGTTCCGTCT      HLA-DQA2 -0.6457671912     0
## 3671 TTTACTGGTCCCTTGT      HLA-DQA2 -0.5935938762     1
## 3672 ATCATGGCACGAAATA      HLA-DQA2 -0.6304983960     0
## 3673 CGCCAAGAGGCAGTCA      HLA-DQA2 -0.7554128776     0
## 3674 CGTCCATGTCCAGTAT      HLA-DQA2 -0.6765048520     0
## 3675 TGGCGCATCCATTCTA      HLA-DQA2 -0.6054496056     0
## 3676 CCCATACGTAGCTTGT      HLA-DQA2 -0.5408072960     0
## 3677 GCATGCGGTGCTGTAT      HLA-DQA2 -0.6099434509     0
## 3678 TTCTTAGCATGCTAGT      HLA-DQA2 -0.5602975303     0
## 3679 TGCGCAGAGTGGACGT      HLA-DQA2 -0.7931031111     1
## 3680 ATTATCCGTTGCTCCT      HLA-DQA2 -0.7312947657     0
## 3681 AGAATAGAGACTAGGC      HLA-DQA2 -0.6932216671     0
## 3682 CCTACACAGCTGCAAG      HLA-DQA2 -0.6973375682     1
## 3683 GACAGAGAGTGCTGCC      HLA-DQA2 -0.6940574614     0
## 3684 GTTCGGGTCCCAAGAT      HLA-DQA2  1.9154216212     0
## 3685 AGTAGTCGTAAGCACG      HLA-DQA2 -0.6171123401     0
## 3686 CTCACACGTACCTACA      HLA-DQA2 -0.7825202812     0
## 3687 GCAGTTAAGTGGGTTG      HLA-DQA2 -0.5063847850     0
## 3688 GTCAAGTCAGCTCGAC      HLA-DQA2 -0.5441513757     1
## 3689 GCTGCGATCCCTAACC      HLA-DQA2  1.9247263426     1
## 3690 GATCGTATCCCTAACC      HLA-DQA2 -0.6868862139     0
## 3691 TGAGAGGTCCGTAGTA      HLA-DQA2 -0.7390732080     0
## 3692 CTCGTCAGTGCACTTA      HLA-DQA2 -0.6369342817     0
## 3693 AGCATACAGCAAATCA      HLA-DQA2 -0.6864676965     0
## 3694 TCGGGACGTGTCAATC      HLA-DQA2 -0.6847907149     0
## 3695 ATGCGATGTAAACACA      HLA-DQA2 -0.6170890281     0
## 3696 CATGACACACAACGTT      HLA-DQA2 -0.4974841261     0
## 3697 GCTTGAAGTGCTAGCC      HLA-DQA2 -0.4691565649     0
## 3698 TTTGGTTTCTCTTATG      HLA-DQA2 -0.6364810301     0
## 3699 ACACCCTGTGAAATCA      HLA-DQA2  0.9738757623     0
## 3700 ATCATGGTCCCTCAGT      HLA-DQA2 -0.6183296916     0
## 3701 CCTCTGACAATCAGAA      HLA-DQA2 -0.7626399238     0
## 3702 ACATACGAGACACTAA      HLA-DQA2  0.5751458335     0
## 3703 TCACAAGTCCGTAGGC      HLA-DQA2  1.6853666183     1
## 3704 GCAGTTAGTCCAGTGC      HLA-DQA2  0.7448823529     1
## 3705 AGTGAGGGTTACAGAA      HLA-DQA2 -0.7053325069     0
## 3706 CACACAAGTAATCACC      HLA-DQA2 -0.7139173396     0
## 3707 GATCGCGAGGCTAGAC      HLA-DQA2 -0.5921517085     0
## 3708 CTCGTACTCCTTTCGG      HLA-DQA2 -0.5359417142     0
## 3709 ATCCACCTCGGCGGTT      HLA-DQA2 -0.6795108227     0
## 3710 GAAGCAGAGCTAGTTC      HLA-DQA2  0.7372880397     0
## 3711 CAGTCCTAGTGTCTCA      HLA-DQA2 -0.6122304332     0
## 3712 CGCTTCACAATGGATA      HLA-DQA2 -0.5999844850     0
## 3713 TCCCGATTCATATCGG      HLA-DQA2 -0.6579431355     0
## 3714 TGTGGTACATATACCG      HLA-DQA2 -0.6146310574     0
## 3715 TACCTTACACTACAGT      HLA-DQA2 -0.7511850743     1
## 3716 GTAGGCCGTCCGTCAG      HLA-DQA2 -0.6872508910     0
## 3717 CAGAATCCAATCAGAA      HLA-DQA2 -0.6304042958     0
## 3718 GGATTACTCTGTGCAA      HLA-DQA2  0.7273655019     1
## 3719 GTCGTAAGTTTGTTTC      HLA-DQA2 -0.5917150995     0
## 3720 GATCGTAAGCCAGTAG      HLA-DQA2 -0.7057372702     0
## 3721 GACTACAGTTAAAGAC      HLA-DQA2 -0.7460471312     0
## 3722 CATGACACAACACCTA      HLA-DQA2  0.7353969543     0
## 3723 CACCAGGTCACGCGGT      HLA-DQA2 -0.6254498098     0
## 3724 GTCTTCGTCTGAGTGT      HLA-DQA2 -0.5555333753     1
## 3725 CCTTCGAAGTGGGATC      HLA-DQA2 -0.7663680696     0
## 3726 GTGCGGTGTCCTGCTT      HLA-DQA2  0.7786749122     0
## 3727 GTCACAACATGCCTTC      HLA-DQA2 -0.7426631962     1
## 3728 CAGAGAGTCAGTCAGT      HLA-DQA2 -0.7195668389     0
## 3729 GTGCGGTGTACTCTCC      HLA-DQA2  0.7772303809     0
## 3730 CAGCTAATCAAGATCC      HLA-DQA2  0.7258213877     1
## 3731 CAAGATCGTTGGGACA      HLA-DQA2 -0.7554128776     0
## 3732 TTTATGCCATCACAAC      HLA-DQA2 -0.7129998534     0
## 3733 CGGTTAATCCCAAGTA      HLA-DQA2  1.3117389885     0
## 3734 TAGCCGGTCCGTAGTA      HLA-DQA2 -0.7474079756     1
## 3735 ACGAGCCGTGTTTGTG      HLA-DQA2  1.8849718682     0
## 3736 AGCATACCAAACCCAT      HLA-DQA2 -0.6147532079     0
## 3737 GAAATGATCAACACTG      HLA-DQA2  1.8016931264     0
## 3738 TATCTCACATAACCTG      HLA-DQA2 -0.6329152042     0
## 3739 CCGTACTCACTTCTGC      HLA-DQA2  1.4516427847     1
## 3740 CTAGAGTTCAGAGGTG      HLA-DQA2 -0.6436014183     0
## 3741 CTGATAGCATACAGCT      HLA-DQA2 -0.6765068391     0
## 3742 TCGAGGCCACGGTAGA      HLA-DQA2  1.4723290961     1
## 3743 GATCAGTTCACTTATC      HLA-DQA2 -0.5763700941     0
## 3744 GTTTCTAAGCCCTAAT      HLA-DQA2 -0.6200651422     0
## 3745 CAGCTGGAGGAATTAC      HLA-DQA2  1.2933169544     1
## 3746 AGAGTGGTCGATCCCT      HLA-DQA2 -0.8102508163     0
## 3747 CATGGCGCAACTGCTA      HLA-DQA2 -0.6200293847     0
## 3748 CTGGTCTGTATATGGA      HLA-DQA2  2.5000000000     1
## 3749 CGTCACTCACAGGAGT      HLA-DQA2 -0.6656741582     0
## 3750 AACTGGTTCAACCAAC      HLA-DQA2  2.0349394280     1
## 3751 CCATTCGCAGGGAGAG      HLA-DQA2 -0.6381564798     0
## 3752 CATCAGATCTTCAACT      HLA-DQA2 -0.7015015614     0
## 3753 GAATGAATCAGGCAAG      HLA-DQA2  0.8420824002     0
## 3754 TGTCCCATCGAATGCT      HLA-DQA2  0.7011977109     0
## 3755 AGTGGGACAGCCAATT      HLA-DQA2 -0.7664433104     0
## 3756 AGAGCTTTCACATGCA      HLA-DQA2  1.4492508832     0
## 3757 TGCGGGTTCTGCAGTA      HLA-DQA2 -0.7745407371     0
## 3758 GTCGTAAGTCGGCACT      HLA-DQA2 -0.4061127522     0
## 3759 CTCGAGGTCGGAGCAA      HLA-DQA2 -0.6905170075     0
## 3760 CTACACCAGATGAGAG      HLA-DQA2 -0.7513159156     0
## 3761 ACGGCCATCTTACCTA      HLA-DQA2 -0.7124639902     0
## 3762 CCCAGTTCACACCGAC      HLA-DQA2  1.3182686718     1
## 3763 TCGGGACTCGGATGGA      HLA-DQA2  1.8815724498     1
## 3764 CATCGGGTCCCGACTT      HLA-DQA2  0.8047439049     1
## 3765 CTTAACTGTAAGGATT      HLA-DQA2 -0.7989785976     0
## 3766 AACCATGAGCGTAATA      HLA-DQA2  1.3840228783     0
## 3767 TCAGATGGTCTTCTCG      HLA-DQA2 -0.7167332971     0
## 3768 CTCACACTCCCAACGG      HLA-DQA2 -0.7711201099     0
## 3769 CCATGTCAGGATGGAA      HLA-DQA2  0.8840773663     0
## 3770 GGGTCTGGTACTTGAC      HLA-DQA2 -0.7318133349     0
## 3771 GGAACTTCACAGTCGC      HLA-DQA2 -0.7552654082     0
## 3772 GACCTGGCACATCCAA      HLA-DQA2  0.8648928322     0
## 3773 CAGTCCTCAAGACACG      HLA-DQA2  2.5000000000     1
## 3774 AGATCTGCATATGGTC      HLA-DQA2  0.8907079498     0
## 3775 CATCAGAGTATTCTCT      HLA-DQA2 -0.7949113337     0
## 3776 TGCACCTTCGATAGAA      HLA-DQA2 -0.7017686015     0
## 3777 CCTACACTCCCAAGTA      HLA-DQA2 -0.7019389617     0
## 3778 ACTTTCATCGTAGATC      HLA-DQA2  0.8077605746     1
## 3779 TTGCGTCCACCATGTA      HLA-DQA2 -0.7586757037     0
## 3780 AAATGCCAGGTGCTAG      HLA-DQA2 -0.5761360054     0
## 3781 ATGCGATGTCCATCCT      HLA-DQA2  0.7796403218     1
## 3782 CCAGCGAAGCCACTAT      HLA-DQA2 -0.7392737338     0
## 3783 TACTTGTAGTGTACTC      HLA-DQA2 -0.7925283458     0
## 3784 AGGGATGTCTCGCTTG      HLA-DQA2  0.7877050976     1
## 3785 TGTCCCAGTATTAGCC      HLA-DQA2 -0.8105600075     0
## 3786 TGCTACCTCGCACTCT      HLA-DQA2 -0.8769329717     0
## 3787 GTAACGTCAGTATAAG      HLA-DQA2  1.3210949255     1
## 3788 GCGCAACGTTCGTTGA      HLA-DQA2  2.0495480794     1
## 3789 GCGAGAACATGAGCGA      HLA-DQA2  1.3845502444     1
## 3790 TGCCCTAGTGCACCAC      HLA-DQA2 -0.7433301660     1
## 3791 CTAGAGTGTAAACACA      HLA-DQA2  1.5532344907     0
## 3792 AGTAGTCCACCGGAAA      HLA-DQA2 -0.6811132109     0
## 3793 CATATTCTCAGCGATT      HLA-DQA2  1.9933607015     0
## 3794 GAATGAAGTAACGACG      HLA-DQA2 -0.6170685980     0
## 3795 GATCAGTAGTACTTGC      HLA-DQA2  0.8052433149     0
## 3796 CAAGAAACAGGATTGG      HLA-DQA2 -0.7154567824     1
## 3797 CCTATTATCAACACTG      HLA-DQA2 -0.6981185947     0
## 3798 CAGCAGCTCTGCGGCA      HLA-DQA2  0.8573820623     0
## 3799 ATAAGAGAGCTGCGAA      HLA-DQA2  2.0523551227     0
## 3800 AGATCTGCACCTATCC      HLA-DQA2 -0.8024812632     0
## 3801 GACACGCGTAGAGCTG      HLA-DQA2  1.8290711985     0
## 3802 TACACGAAGCTAGGCA      HLA-DQA2 -0.7672590873     0
## 3803 AACACGTTCCGAAGAG      HLA-DQA2 -0.6909213013     0
## 3804 TTAACTCGTGTAATGA      HLA-DQA2  1.3577728260     1
## 3805 TGGCGCAGTTCAGACT      HLA-DQA2  0.8679162742     0
## 3806 CATCAGAGTCTAGTCA      HLA-DQA2 -0.8093959902     1
## 3807 CTAGAGTAGCATGGCA      HLA-DQA2 -0.9032081988     0
## 3808 TACGGTAAGCGTGAAC      HLA-DQA2 -0.6051526521     0
## 3809 TGACTTTTCGGATGTT      HLA-DQA2 -0.8115434293     1
## 3810 CTCACACTCCTACAGA      HLA-DQA2  1.4377350806     0
## 3811 CCGTACTCACTGAAGG      HLA-DQA2 -0.5625578202     0
## 3812 ATAACGCGTGGAAAGA      HLA-DQA2 -0.7007300691     0
## 3813 GCTTGAAAGCTAGGCA      HLA-DQA2  2.1613313066     1
## 3814 AAGTCTGGTGTTGGGA      HLA-DQA2 -0.7864108827     0
## 3815 CGATCGGGTACAGCAG      HLA-DQA2  1.8264368523     0
## 3816 AGTAGTCTCGATGAGG      HLA-DQA2  0.8341223819     0
## 3817 CGACCTTCAGACGCTC      HLA-DQA2  2.5000000000     1
## 3818 GCATACACATGCAACT      HLA-DQA2  1.4719486415     0
## 3819 TCCCGATTCGCAGGCT      HLA-DQA2 -0.5724431494     0
## 3820 TTAGGCAAGATCGATA      HLA-DQA2  1.6723126231     1
## 3821 TCGTACCAGGCAAAGA      HLA-DQA2 -0.7629228182     0
## 3822 GGATGTTGTATAGGGC      HLA-DQA2 -0.8309185440     0
## 3823 AATCCAGCAGAGTGTG      HLA-DQA2 -0.6747875629     0
## 3824 CATGCCTCACGGCCAT      HLA-DQA2  0.8417919906     1
## 3825 CTCGAAACACATGACT      HLA-DQA2 -0.8575138126     0
## 3826 CTGCCTAGTTGCGTTA      HLA-DQA2 -0.7832564494     0
## 3827 GGCGACTAGACAGAGA      HLA-DQA2  2.2331757171     1
## 3828 TACAGTGGTGTAATGA      HLA-DQA2 -0.7591977985     1
## 3829 ACGAGCCTCTTATCTG      HLA-DQA2  1.5823869197     0
## 3830 GGGAATGCAAATACAG      HLA-DQA2  0.8182892944     1
## 3831 TGCACCTGTACCGAGA      HLA-DQA2 -0.8302921950     0
## 3832 ATCATCTTCAGTCAGT      HLA-DQA2 -0.7834011279     0
## 3833 CATATTCGTACAGTTC      HLA-DQA2 -0.8526364863     0
## 3834 GCATGATGTTCCACTC      HLA-DQA2 -0.8069723496     0
## 3835 AAGGCAGTCACGACTA      HLA-DQA2 -0.6328794069     0
## 3836 GAAACTCTCTATCCCG      HLA-DQA2 -0.7080309509     0
## 3837 AGCATACTCTGCTGTC      HLA-DQA2  2.3739790235     1
## 3838 TGGGCGTCAGCGTTCG      HLA-DQA2  1.5920052079     1
## 3839 TCGTAGAGTTCGTCTC      HLA-DQA2  0.8662964517     0
## 3840 GACAGAGGTACCGCTG      HLA-DQA2  2.5000000000     1
## 3841 TCTCATACACATAACC      HLA-DQA2 -0.8518276365     0
## 3842 TGGGCGTCATTGAGCT      HLA-DQA2 -0.5787230796     0
## 3843 CATGACACATGTCTCC      HLA-DQA2 -0.7665528800     0
## 3844 GAATAAGGTGCACGAA      HLA-DQA2 -0.8330071976     1
## 3845 TGCGCAGCAAGCGAGT      HLA-DQA2 -0.9760086039     0
## 3846 CTTCTCTCAGCCAGAA      HLA-DQA2 -0.6819334672     0
## 3847 AAGCCGCAGTGGCACA      HLA-DQA2 -0.8328160443     0
## 3848 CTCTACGAGTGGACGT      HLA-DQA2 -0.6977344934     0
## 3849 GTCATTTTCTATCCCG      HLA-DQA2 -0.7707934020     0
## 3850 CGAGCACAGCCACTAT      HLA-DQA2  1.8893702746     1
## 3851 AGTAGTCGTAACGACG      HLA-DQA2  0.7303227436     0
## 3852 GACGTGCAGAGGGATA      HLA-DQA2 -0.5649492362     0
## 3853 GTCTTCGTCCAACCAA      HLA-DQA2 -0.7281576500     0
## 3854 CAAGGCCTCGCCCTTA      HLA-DQA2  0.8369972389     0
## 3855 TGTGGTACATGGTTGT      HLA-DQA2 -0.6707975341     0
## 3856 CCTCAGTTCGAATGCT      HLA-DQA2  1.6853998745     1
## 3857 ACCGTAATCTGAGGGA      HLA-DQA2  1.8432949872     1
## 3858 GTTAAGCCAGTTCATG      HLA-DQA2 -0.8063668058     0
## 3859 CTGCCTATCAATCTCT      HLA-DQA2 -0.7955426223     0
## 3860 GACGGCTTCTCCAACC      HLA-DQA2 -0.8282627448     0
## 3861 TTTCCTCCAGTTCCCT      HLA-DQA2 -0.7786340630     0
## 3862 GCGCCAAAGCCCTAAT      HLA-DQA2 -0.6387333856     0
## 3863 CCACCTATCCCGACTT      HLA-DQA2  1.8837401283     1
## 3864 TTTATGCCAGGGCATA      HLA-DQA2 -0.7066255789     1
## 3865 TACAGTGTCGCGGATC      HLA-DQA2 -0.7352324710     1
## 3866 AGCTCTCCACCACGTG      HLA-DQA2 -0.6194590889     0
## 3867 GTGGGTCCATTGAGCT      HLA-DQA2  2.2066475087     1
## 3868 GGGATGACAGACTCGC      HLA-DQA2 -0.6723041521     0
## 3869 ACACCAAGTTCGGGCT      HLA-DQA2  1.9273341189     1
## 3870 TGATTTCAGCTATGCT      HLA-DQA2 -0.7995757908     1
## 3871 TGGCCAGAGAGGGCTT      HLA-DQA2 -0.7670119203     0
## 3872 TCGGTAAGTAAAGTCA      HLA-DQA2 -0.7554417123     0
## 3873 TGAAAGAGTCCCTTGT      HLA-DQA2 -0.8646346403     1
## 3874 CCGTGGATCGTTTATC      HLA-DQA2 -0.9079247485     1
## 3875 GAACCTATCCTCAACC      HLA-DQA2 -0.7232537380     0
## 3876 GCGCAGTCATCCAACA      HLA-DQA2 -0.7543041686     1
## 3877 ACATGGTTCGCGCCAA      HLA-DQA2 -0.8315417084     1
## 3878 CTTGGCTGTACGCACC      HLA-DQA2 -0.5925076517     0
## 3879 AGATTGCAGGCCCGTT      HLA-DQA2 -0.7088093650     0
## 3880 AGGCCGTGTTACGGAG      HLA-DQA2  1.0064829269     1
## 3881 GGTGTTAGTTAAGATG      HLA-DQA2 -0.9044893927     0
## 3882 GGAATAATCCTGTAGA      HLA-DQA2  0.6826477317     1
## 3883 TATTACCGTATTAGCC      HLA-DQA2 -0.7573837950     1
## 3884 ATAACGCGTTAGTGGG      HLA-DQA2 -0.7495516302     0
## 3885 AAACGGGGTTATCCGA      HLA-DQA2  0.8255196915     0
## 3886 TGTGGTATCGTTTAGG      HLA-DQA2  0.6729988524     1
## 3887 ATCACGAGTATGAATG      HLA-DQA2 -0.6647057520     1
## 3888 CAGCAGCTCACCTCGT      HLA-DQA2 -0.8439625469     0
## 3889 CCAATCCGTATTACCG      HLA-DQA2  1.3842987236     1
## 3890 TTCTACATCACATAGC      HLA-DQA2  0.8330158227     0
## 3891 TGTCCCATCGTATCAG      HLA-DQA2 -0.6389458013     0
## 3892 AGCTCTCAGTGTTTGC      HLA-DQA2  1.6000665703     0
## 3893 CAACCTCAGTAACCCT      HLA-DQA2  0.8650504846     0
## 3894 GTGGGTCAGGTAAACT      HLA-DQA2  0.9301864470     0
## 3895 TAAGTGCCACGTCAGC      HLA-DQA2  1.6060096396     1
## 3896 GACCTGGCAGCCACCA      HLA-DQA2 -0.6991675174     0
## 3897 ACAGCCGCAGGATCGA      HLA-DQA2 -0.7553091277     0
## 3898 AACTCCCCAGCTCGCA      HLA-DQA2  0.9013205224     0
## 3899 GGAAAGCGTCTCTCGT      HLA-DQA2 -0.7089996931     0
## 3900 CGCTTCAAGCAGGTCA      HLA-DQA2  2.3447187411     1
## 3901 GATCGCGAGAAGGGTA      HLA-DQA2  2.3786867515     1
## 3902 AAGCCGCCAGGATTGG      HLA-DQA2 -0.7578915499     1
## 3903 ATTGGACGTCGTGGCT      HLA-DQA2 -0.6986900514     0
## 3904 CCCATACCACTAAGTC      HLA-DQA2 -0.8813851655     0
## 3905 TCTCTAATCCCATTTA      HLA-DQA2 -0.9307288305     1
## 3906 TCGTAGAGTGGTACAG      HLA-DQA2 -0.7393715825     1
## 3907 AAACGGGAGAGACGAA      HLA-DQA2  2.2687549493     0
## 3908 GACTACATCACCACCT      HLA-DQA2 -0.8541210490     0
## 3909 GAAACTCAGTTGAGTA      HLA-DQA2 -0.8247784338     0
## 3910 CCCTCCTTCCTCCTAG      HLA-DQA2  0.6786690069     1
## 3911 GCGACCATCACGGTTA      HLA-DQA2 -0.5948350661     0
## 3912 TCTCTAAAGAGTCGGT      HLA-DQA2 -0.7055744441     1
## 3913 GGCTCGATCTCACATT      HLA-DQA2 -0.5458521935     0
## 3914 CTGATAGAGGCAGGTT      HLA-DQA2 -0.6110433680     1
## 3915 CATGCCTAGGAGTTTA      HLA-DQA2 -0.6347659123     1
## 3916 TGGCTGGTCAGCCTAA      HLA-DQA2 -0.7857383267     0
## 3917 TCAGATGTCGTTACAG      HLA-DQA2 -0.8116107969     0
## 3918 CAGCTGGGTTATGTGC      HLA-DQA2 -0.7250669955     0
## 3919 GGAACTTAGTCGTACT      HLA-DQA2 -0.8165226420     0
## 3920 CCGGGATCACCGGAAA      HLA-DQA2 -0.8526439387     1
## 3921 CCTTCGATCAAAGACA      HLA-DQA2 -0.7498108482     0
## 3922 CGAGAAGGTATCGCAT      HLA-DQA2  1.7936789340     1
## 3923 CCTAAAGAGACTGGGT      HLA-DQA2 -0.5743528725     0
## 3924 CAGATCACATTGGCGC      HLA-DQA2  2.1764669587     1
## 3925 CTAGCCTAGCTGGAAC      HLA-DQA2 -0.5415820349     1
## 3926 ATTGGTGTCTCGTATT      HLA-DQA2  0.6946845199     0
## 3927 GGGAATGTCAAAGTAG      HLA-DQA2 -0.7376697297     1
## 3928 CCATGTCCACGGCCAT      HLA-DQA2 -0.7747574360     0
## 3929 GGCAATTCATATGGTC      HLA-DQA2 -0.6240268604     0
## 3930 CTGTGCTCATGTCCTC      HLA-DQA2 -0.7075407136     0
## 3931 TTAACTCCAACGCACC      HLA-DQA2 -0.8160863801     0
## 3932 CGAACATAGCGGCTTC      HLA-DQA2 -0.7257928057     0
## 3933 TCGCGTTAGGCACATG      HLA-DQA2  1.2750902939     1
## 3934 GGGTTGCCAAACTGCT      HLA-DQA2  0.7565717756     0
## 3935 ATAAGAGCAGGTGCCT      HLA-DQA2  0.8098382454     1
## 3936 CGGACACGTATTCGTG      HLA-DQA2  0.7240441735     0
## 3937 CTGATAGTCACGACTA      HLA-DQA2 -0.6214270424     0
## 3938 GAACATCGTGAGTATA      HLA-DQA2 -0.8202250859     0
## 3939 TGCTACCAGTGGTCCC      HLA-DQA2  1.8888906179     0
## 3940 GCTGGGTAGTCTTGCA      HLA-DQA2  0.7118243385     0
## 3941 TACGGATGTCTAACGT      HLA-DQA2 -0.9347720564     0
## 3942 TGGGCGTCAATGGATA      HLA-DQA2 -0.9118190822     1
## 3943 CTGCTGTCATTTGCTT      HLA-DQA2 -0.7739384002     0
## 3944 GGGCATCAGCAGCCTC      HLA-DQA2 -0.5576215567     1
## 3945 CGTGAGCAGACTAGAT      HLA-DQA2  0.8656411407     0
## 3946 CAGCGACCACACCGAC      HLA-DQA2 -0.8686977169     0
## 3947 CCCAATCCAGTTAACC      HLA-DQA2 -0.8414983739     0
## 3948 CAGCGACTCAGCGACC      HLA-DQA2 -0.8532287073     0
## 3949 GAGCAGAAGCTATGCT      HLA-DQA2 -0.8417184545     0
## 3950 CTCTGGTTCACTTCAT      HLA-DQA2 -0.6333881858     0
## 3951 CGCGTTTCAGCTGTGC      HLA-DQA2  1.8024717359     1
## 3952 GGACGTCCACCTCGGA      HLA-DQA2  0.8586635259     0
## 3953 TAGTTGGAGAGTTGGC      HLA-DQA2 -0.7823802983     0
## 3954 ATTGGTGTCGGAATCT      HLA-DQA2 -0.7431684124     0
## 3955 GAATGAACACGGCCAT      HLA-DQA2  0.7990950852     0
## 3956 GTGCATACAAGGTGTG      HLA-DQA2 -0.6329471805     0
## 3957 GGAATAAGTCGGCACT      HLA-DQA2  1.2649628371     0
## 3958 ACCCACTTCCAAAGTC      HLA-DQA2 -0.6675831343     0
## 3959 ACTATCTCAATTCCTT      HLA-DQA2  1.4419363915     1
## 3960 AGCATACAGTGGGATC      HLA-DQA2 -0.8284897894     0

Biomarkers Ridgeplot

RidgePlot(pbmc, features.plot = top1$gene,  nCol = nCols, do.sort = F)
## Picking joint bandwidth of 0.256
## Picking joint bandwidth of 0.208

Biomarkers Split Dot Plot

Visualize biomarker expression for each cluster, by disease

top2 <- pbmc.markers %>% group_by(cluster) %>% top_n(2, avg_logFC)

sdp <- SplitDotPlotGG(pbmc, genes.plot = top2$gene, cols.use = c("blue","red"), 
                      x.lab.rot = T, plot.legend = T, dot.scale = 8, do.return = T, grouping.var = "dx")

Map Clusters to Known Biomarkers

  • Known Monocytes Biomarkers
  • Classical: CD14++ / CD16–
  • Intermediate: CD14++ / CD16+
  • Nonclassical: CD14+ / CD16++ (not captured in this data)

The following plots show the absolute expression of each biomarker, as opposed to avg_logFC which is dependent on the expression patterns of other cell types being compared.

Markers Dataframe

markerList <- c("CD14", "FCGR3A") 
 
get_markerDF <- function(pbmc, markerList){
  exp <- pbmc@scale.data %>% data.frame() 
  marker.matrix <- exp[row.names(exp) %in% markerList, ] 
  marker.matrix$Gene <- row.names(marker.matrix)
  markerMelt <- reshape2:::melt.data.frame(marker.matrix, id.vars = "Gene", variable.name = "Cell",value.name = "Expression") 
  metaSelect <-  pbmc@meta.data[,c("barcode", "dx", "mut","post_clustering",
                                   "percent.mito","nGene", "nUMI")] 
  markerDF <- merge(markerMelt,metaSelect, by.x="Cell", by.y="barcode") 
  return(markerDF)
}
markerDF <- get_markerDF(pbmc, markerList)
createDT(markerDF, caption = "Known Marker Expression")

Marker ANOVAs + Boxplots

# Explore expression differences between groups
marker_vs_metadata <- function(markerDF, meta_var){ 
  # Create title from ANOVA summary
  ANOVAtitle <- function(markerDF, marker){
      nTests <- length(unique(markerDF$Gene))
      res <- anova(lm(data = subset(markerDF, Gene==marker), 
                      formula = Expression ~ eval(parse(text=meta_var))))
      
      title <-paste(paste("ANOVA (",marker, " vs. ",meta_var, ")", sep=""), 
                    ": p=",round(res$`Pr(>F)`,3), 
                    ", F=",round(res$`F value`,3), 
        ifelse(res$`Pr(>F)`<.05/nTests,"(Significant**)",
               "(Non-significant)") ) 
  }
  
  title = ""
  for (marker in unique(markerDF$Gene) ){
    print(marker)
    title <- paste(title, "\n", ANOVAtitle(markerDF, marker))
  } 
  
  ggplot(markerDF, aes(x=eval(parse(text=meta_var)), y=Expression, fill= Gene)) + 
    geom_boxplot() +  
    labs(title = title, x=meta_var) +
    theme(plot.title = element_text( size=10)) +
    scale_fill_manual(values=c("brown", "slategray"))
}

ANOVA: dx

marker_vs_metadata(markerDF, "dx")
## [1] "FCGR3A"

ANOVA: mut

marker_vs_metadata(markerDF, "mut") 
## [1] "FCGR3A"

Defining Cell-types

Identify Cell Types By DEGs

  • Classification Approach 1
  • Go through each cluster and see what biomarkers they have through DGE.
  • If a cluster has a known gene marker within their top N biomarkers (with the right valence +/-), classify all cells within that cluster as a given cell type.
  • Drawback: The biomarkers that DGE identifies for each cluster will depend on the composition of the other cells. So some clusters may remain unidentified simply by the fact that they didn’t have the proper cells to be compared to.
identify_cellTypes_by_biomarkers <- function(pbmc.markers, topN_search=5){
  top <- pbmc.markers %>% group_by(cluster) %>% top_n(topN_search, avg_logFC) 
  clust_cellTypes <- list()
  for (clust in top$cluster){ 
    clustSub <- top[top5$cluster==clust, ]
    CD16_logFC <- subset(clustSub, gene=="CFD")$avg_logFC 
    
    cellType <- ifelse(sum(markerList %in% clustSub$gene), # Both CD14 and CD16? Great, keep going
           ifelse(CD16_logFC == abs(CD16_logFC), "CD14++/CD16+",  # But does CD16 have pos logfC? If so, then it's "CD14++/CD16+"
                  "CD14++/CD16--"), # Otherwise, it means it means CD16 logFC is neg, meaning "CD14++/CD16--"
           "N/A") # If it's none of these, it's an undefined cell type 
     clust_cellTypes[clust] <- cellType
  }
  newMeta <- pbmc@meta.data
  newMeta["CellType_DGE"] <- plyr::mapvalues(metaD$post_clustering, names(clust_cellTypes), as.character(clust_cellTypes) )  
  pbmc <- AddMetaData(pbmc, metadata = newMeta)
  return(pbmc)
} 
pbmc <- identify_cellTypes_by_biomarkers(pbmc.markers, 5)
## Error in plyr::mapvalues(metaD$post_clustering, names(clust_cellTypes), : object 'metaD' not found
# (Doesn't make sense to do bar plot because whole clusters are defined by their biomarkers)

tSNE_metadata_plot("CellType_DGE")
## [1] "t-SNE Metadata plot for  CellType_DGE"
## Error in UseMethod("layout"): no applicable method for 'layout' applied to an object of class "c('gg', 'ggplot')"

Identify Cell Types By Average Expression

  • Classification Approach 2
  • Alternatively, you could classify cells by their absolute expression values. E.g. If any cell expresses CD16 more than the average expression of CD16 across all cells, then classify it as CD16+.
  • Drawback: The threshold for classifying a cell as either CD16+ or CD16– is defined rather arbitrarily (the average expression of CD16 in this sample isn’t necessarily biologically meaningful).
# A simplistic way of categorizing cells into CD14++/CD16+ and CD14++/CD16--, 
## is by splitting cells into groups based on whether their expression is 
## higher or lower than the average CD16 expression of all cells.
identify_cellTypes_by_avgExpression <- function(pbmc, markerDF){
  avgMarkerExp <-markerDF %>% group_by(Gene) %>% dplyr::summarise(meanExp = mean(Expression))
  avgMarkerExp <- setNames(avgMarkerExp$meanExp, avgMarkerExp$Gene)
  CD16 <- markerDF[markerDF$Gene=="FCGR3A",]
  CD16_group <- ifelse(CD16$Expression >= avgMarkerExp["FCGR3A"], "CD14++/CD16+", "CD14++/CD16--")
  CD16["CellType_AvgExp"]  <- CD16_group
  # Make sure row order is same before putting back into meta.data
  metaD <- pbmc@meta.data
  newMeta <- merge(metaD, CD16[,c("Cell","CellType_AvgExp")], by.x="barcode", by.y="Cell")
  row.names(newMeta) <- row.names(metaD)
  pbmc <- AddMetaData(pbmc, metadata = newMeta)
  return(pbmc)
}
pbmc <- identify_cellTypes_by_avgExpression(pbmc, markerDF)
 
# Get proportions of cell types in each cluster
cluster_proportions <- pbmc@meta.data %>% group_by(CellType_AvgExp, post_clustering) %>% 
  tally() %>%
  group_by(post_clustering, CellType_AvgExp) %>%
  mutate(percentTotal = n/sum(n)*100)

ggplot(cluster_proportions, aes(x=post_clustering, y=percentTotal, fill=CellType_AvgExp)) + geom_col(position = "fill") +  
  labs(title="Proportions of Cell-types per Cluster: \n CellType_AvgExp", 
       x="Cluster", y="Cell Type / Total Cells") +
  scale_fill_manual(values=c("brown", "slategray"))

tSNE_metadata_plot("CellType_AvgExp")
## [1] "t-SNE Metadata plot for  CellType_AvgExp"
## Error in UseMethod("layout"): no applicable method for 'layout' applied to an object of class "c('gg', 'ggplot')"

Known Biomarkers: Heatmaps

Average Expression: By Clusters

markerDF <- markerDF %>% mutate(Cluster = post_clustering)
# Show mean exp for each marker
avgMarker <- markerDF %>% group_by(Gene, Cluster) %>% summarise(meanExp = mean(Expression)) 

p <- ggplot(data = avgMarker, aes(x=Gene, y=Cluster, fill=meanExp)) %>% + geom_tile() %>% + scale_fill_distiller(palette="viridis") 
## Warning in pal_name(palette, type): Unknown palette viridis
ifelse(interactive, p %>% ggplotly() %>% toWebGL() %>% print(), print(p))

## [[1]]
## # A tibble: 2 x 4
## # Groups:   Gene [1]
##   Gene   Cluster meanExp .group
##   <chr>  <chr>     <dbl>  <int>
## 1 FCGR3A 0         0.126      1
## 2 FCGR3A 1        -0.368      1

Average Expression: By Disease

# Show mean exp for each marker
avgMarker <- markerDF %>% group_by(Gene, dx, Cluster) %>% summarise(meanExp = mean(Expression)) 
p <- ggplot(data = avgMarker, aes(x=Gene, y=Cluster, fill=meanExp)) %>% + geom_tile() %>% + scale_fill_distiller(palette="viridis") 
## Warning in pal_name(palette, type): Unknown palette viridis
ifelse(interactive, p %>% ggplotly() %>% toWebGL() %>% print(), print(p))

## [[1]]
## # A tibble: 4 x 5
## # Groups:   Gene, dx [2]
##   Gene   dx      Cluster meanExp .group
##   <chr>  <fct>   <chr>     <dbl>  <int>
## 1 FCGR3A control 0        0.217       1
## 2 FCGR3A control 1       -0.397       1
## 3 FCGR3A PD      0        0.0749      2
## 4 FCGR3A PD      1       -0.359       2

Cells Separated

markerMelt <- reshape2::acast(markerDF, Cell~Gene, value.var="Expression", fun.aggregate = mean, drop = F, fill = 0) 

#plot_ly(  z = markerMelt, y=row.names(markerMelt), z=colnames(markerMelt), type="heatmap")
# dx_colors <- colorRampPalette(brewer.pal(2, "RdBu"))
# mut_colors <- colorRampPalette(brewer.pal(length(unique(pbmc@meta.data$mut)), "Set3"))
Spectral <- grDevices::colorRampPalette(RColorBrewer::brewer.pal(length(unique(pbmc@meta.data$mut)), "Spectral"))
# Spectral <- heatmaply::Spectral(length(unique(pbmc@meta.data$mut)))

heatmaply::heatmaply(markerMelt,  key.title="Expression",#plot_method= "plotly",
          k_row = length(unique(pbmc.markers)), dendrogram = "row",
          showticklabels = c(T, F), xlab = "Known Markers", ylab = "Cells", column_text_angle = 0,
          row_side_colors =  pbmc@meta.data[,c("dx","mut", "CellType_DGE")], row_side_palette = Spectral
          )  %>%  colorbar(tickfont = list(size = 12), titlefont = list(size = 14), which = 2)  %>% 
          colorbar(tickfont = list(size = 12), titlefont = list(size = 14), which = 1)
## Error in `[.data.frame`(pbmc@meta.data, , c("dx", "mut", "CellType_DGE")): undefined columns selected

Known Biomarkers: Boxplot

ggplot(data = markerDF, aes(x=Cluster, y=Expression, fill=Gene)) %>% 
  + geom_boxplot(alpha=0.5) %>% + scale_fill_manual(values=c("purple", "turquoise"))  

Known Biomarkers: tSNE

expressionTSNE <- function(pbmc, marker, colors=c("grey", "red")){
  p <- FeaturePlot(object = pbmc, features.plot = marker, cols.use = colors, 
    reduction.use = "tsne", nCol=2, do.return = T, dark.theme = T)[[1]]
  p <- ifelse(interactive, p %>% ggplotly() %>% toWebGL(), p)
 
}
tp1 <- expressionTSNE(pbmc, markerList[1])
tp2 <- expressionTSNE(pbmc, markerList[2], colors=c("grey", "green"))
subplot(tp1, tp2, titleX = T, titleY = T )
## Warning: 'layout' objects don't have these attributes: 'NA'
## Valid attributes include:
## 'font', 'title', 'titlefont', 'autosize', 'width', 'height', 'margin', 'paper_bgcolor', 'plot_bgcolor', 'separators', 'hidesources', 'showlegend', 'colorway', 'datarevision', 'template', 'dragmode', 'hovermode', 'hoverdistance', 'spikedistance', 'hoverlabel', 'selectdirection', 'grid', 'calendar', 'xaxis', 'yaxis', 'ternary', 'scene', 'geo', 'mapbox', 'polar', 'radialaxis', 'angularaxis', 'direction', 'orientation', 'editType', 'legend', 'annotations', 'shapes', 'images', 'updatemenus', 'sliders', 'barmode', 'bargap', 'mapType'
library(shiny)

wellPanel( fluidPage(fluidRow(column(6,tp1), column(6,tp2) ), 
                     tags$style("html {background:black;}") ), 
           style = "background:black;"  )
## Warning in charToRaw(enc2utf8(text)): argument should be a character vector of length 1
## all but the first element will be ignored
## Warning in charToRaw(enc2utf8(text)): argument should be a character vector of length 1
## all but the first element will be ignored

## Warning in charToRaw(enc2utf8(text)): argument should be a character vector of length 1
## all but the first element will be ignored

## Warning in charToRaw(enc2utf8(text)): argument should be a character vector of length 1
## all but the first element will be ignored

## Warning in charToRaw(enc2utf8(text)): argument should be a character vector of length 1
## all but the first element will be ignored

## Warning in charToRaw(enc2utf8(text)): argument should be a character vector of length 1
## all but the first element will be ignored

## Warning in charToRaw(enc2utf8(text)): argument should be a character vector of length 1
## all but the first element will be ignored

## Warning in charToRaw(enc2utf8(text)): argument should be a character vector of length 1
## all but the first element will be ignored

## Warning in charToRaw(enc2utf8(text)): argument should be a character vector of length 1
## all but the first element will be ignored

## Warning in charToRaw(enc2utf8(text)): argument should be a character vector of length 1
## all but the first element will be ignored

## Warning in charToRaw(enc2utf8(text)): argument should be a character vector of length 1
## all but the first element will be ignored

## Warning in charToRaw(enc2utf8(text)): argument should be a character vector of length 1
## all but the first element will be ignored

## Warning in charToRaw(enc2utf8(text)): argument should be a character vector of length 1
## all but the first element will be ignored

## Warning in charToRaw(enc2utf8(text)): argument should be a character vector of length 1
## all but the first element will be ignored
-8.6574448333296 0.228985447331326 -8.6574448333296 0.228985447331326 1 1.69726148427627 2
-8.6574448333296 0.228985447331326 -8.6574448333296 0.228985447331326 1 0 1

Label Clusters by DGE Biomarkers

current.cluster.ids <- unique(pbmc.markers$cluster) #c(0, 1, 2, 3, 4, 5, 6, 7)
top1 <- pbmc.markers %>% group_by(cluster) %>% top_n(1, avg_logFC)
new.cluster.ids <- top1$gene #c("CD4 T cells", "CD14+ Monocytes", "B cells", "CD8 T cells", "FCGR3A+ Monocytes", "NK cells", "Dendritic cells", "Megakaryocytes")

pbmc@ident <- plyr::mapvalues(x = pbmc@ident, from = current.cluster.ids, to = new.cluster.ids)
p <- TSNEPlot(object=pbmc, do.label=T, pt.size=0.5, do.return=T) 
ifelse(interactive, p %>% ggplotly() %>% toWebGL() %>% print(), print(p)) 

## [[1]]
##                         tSNE_1       tSNE_2    ident             x
## GTCATTTTCCGCATCT -8.657445e+00   0.22898545   FCER1A -8.657445e+00
## ATAAGAGAGGAGTTGC -5.176955e+00   2.76507088   FCER1A -5.176955e+00
## CATTATCCATGGTCTA  1.155586e+00   2.26353705 RNVU1-14  1.155586e+00
## CTTAGGAGTGGCGAAT  1.219443e+00  -1.46785659 RNVU1-14  1.219443e+00
## CATCAGAAGCACCGCT  6.644504e-04   4.81762700 RNVU1-14  6.644504e-04
## GCGGGTTAGTAGCCGA  4.379003e+00   3.34423767 RNVU1-14  4.379003e+00
## CAGAGAGAGCGCCTTG  6.704459e+00  -0.07468406 RNVU1-14  6.704459e+00
## CTGAAGTCAGACACTT  1.482259e+00   2.11618901 RNVU1-14  1.482259e+00
## GGACGTCCAGGTGCCT -7.422198e+00   6.70733341   FCER1A -7.422198e+00
## AAAGCAAGTGGTGTAG  4.675011e+00   0.42397557 RNVU1-14  4.675011e+00
## TCTCATACAGGGCATA -4.598105e+00  -3.24906447 RNVU1-14 -4.598105e+00
## AACTCAGGTACTCGCG  5.242496e+00   3.11792498 RNVU1-14  5.242496e+00
## CACATTTGTGAGTATA -2.980013e-01   3.84801123 RNVU1-14 -2.980013e-01
## ACTTTCAAGGTGTTAA -5.514153e+00   1.72482926   FCER1A -5.514153e+00
## TGCCCATCAGACGCAA  6.670565e+00   7.60624163 RNVU1-14  6.670565e+00
## CTAAGACCAATGCCAT -4.931751e-01  -0.51975752 RNVU1-14 -4.931751e-01
## CGGAGCTCATTTGCTT -3.166285e+00  -5.11813943 RNVU1-14 -3.166285e+00
## GAGCAGATCGACGGAA  2.853900e-01   2.60195317 RNVU1-14  2.853900e-01
## TAAACCGAGATCGATA -1.165963e+00  -2.42873993 RNVU1-14 -1.165963e+00
## GTCTCGTGTACATCCA -4.332121e+00  -4.60524475 RNVU1-14 -4.332121e+00
## GTATCTTAGACCCACC -3.171266e+00   6.10661192   FCER1A -3.171266e+00
## GAGCAGAAGAGCCTAG -1.889856e+00   6.77566688   FCER1A -1.889856e+00
## GTGCAGCTCACATAGC  5.977330e-01   2.11794566 RNVU1-14  5.977330e-01
## CCTATTAGTAAACCTC -2.864881e+00  -5.19432271 RNVU1-14 -2.864881e+00
## AGAGTGGAGTTTAGGA  1.209681e+00  -9.17804309 RNVU1-14  1.209681e+00
## TACGGGCAGGTGATTA  5.874006e+00   6.72907579 RNVU1-14  5.874006e+00
## ACTATCTCAATCTACG  1.472580e+00   6.53659187 RNVU1-14  1.472580e+00
## CGAGCCATCAGGCAAG  2.426180e+00  -7.45576833 RNVU1-14  2.426180e+00
## CGAATGTCAATTGCTG  6.564554e+00  -1.58694914 RNVU1-14  6.564554e+00
## TACGGTATCGTTACGA  2.557060e-01   2.41872600 RNVU1-14  2.557060e-01
## CTGTGCTCAAGGTGTG  6.065800e+00   1.51692437 RNVU1-14  6.065800e+00
## CCATGTCGTAACGACG -4.861762e+00  -4.61285178 RNVU1-14 -4.861762e+00
## TGCTGCTAGACACTAA  1.719350e+00  -5.88253455 RNVU1-14  1.719350e+00
## ACGGGTCTCGCTTAGA  8.131599e+00   2.80709852 RNVU1-14  8.131599e+00
## ACGAGGAAGGCTAGCA  3.444834e+00   1.77472927 RNVU1-14  3.444834e+00
## GCACTCTGTCGGCACT  3.690039e+00   5.22575486 RNVU1-14  3.690039e+00
## ATCATGGGTTTAAGCC  3.911044e+00  -6.49426793 RNVU1-14  3.911044e+00
## GCATGTAGTAAAGGAG  4.738446e+00   5.69774790 RNVU1-14  4.738446e+00
## CAACTAGAGTGGGCTA  1.496028e+00  -1.39212210 RNVU1-14  1.496028e+00
## AACACGTCAATCAGAA -8.670766e+00   6.66057665   FCER1A -8.670766e+00
## AAAGTAGGTGTCTGAT -9.300675e+00   6.61832477   FCER1A -9.300675e+00
## CTCATTATCGCTGATA  7.747000e+00   6.32235222 RNVU1-14  7.747000e+00
## TACTCGCCAACGCACC  2.896174e+00   5.87014251 RNVU1-14  2.896174e+00
## GGACATTGTCCTGCTT -7.910233e+00   5.18829695   FCER1A -7.910233e+00
## ACTGAACAGAGCTGGT -2.665102e-02   1.49894341 RNVU1-14 -2.665102e-02
## CTCGGGAAGTGCAAGC  8.650236e-01  -0.96140589 RNVU1-14  8.650236e-01
## AGCTCCTAGCATGGCA -5.652088e-01  -7.08463854 RNVU1-14 -5.652088e-01
## TATTACCGTCGACTGC  2.813359e+00   1.60991296 RNVU1-14  2.813359e+00
## GAACGGACATTTCACT  3.555423e+00   7.68055960 RNVU1-14  3.555423e+00
## CACAAACTCCCGGATG -3.685737e-01  -4.50206567 RNVU1-14 -3.685737e-01
## GCTCCTAAGGGAGTAA  4.114673e+00   3.32689089 RNVU1-14  4.114673e+00
## GACTAACCATCACGTA -8.977484e+00   5.97296458   FCER1A -8.977484e+00
## TACTCGCTCTTAACCT  4.185830e+00   6.64479053 RNVU1-14  4.185830e+00
## AGGCCGTCAGGAACGT -2.204399e+00   0.51695877 RNVU1-14 -2.204399e+00
## CCACTACAGTGCTGCC  3.342191e+00  -0.93090772 RNVU1-14  3.342191e+00
## ATCCACCCAAGCCGTC  7.761106e+00  -5.95121223 RNVU1-14  7.761106e+00
## GAGTCCGAGACTGTAA  3.264741e+00   3.44709883 RNVU1-14  3.264741e+00
## AAGCCGCCAGAAGCAC  4.757493e+00  -3.16282887 RNVU1-14  4.757493e+00
## GACACGCCAGATTGCT  6.573146e+00  -1.63140169 RNVU1-14  6.573146e+00
## CGACTTCAGGCTACGA  5.276949e+00  -7.47923376 RNVU1-14  5.276949e+00
## GGGTTGCCAGTAAGCG  5.181468e+00   3.92768967 RNVU1-14  5.181468e+00
## AGTGAGGGTCAGAATA -2.199857e-01   4.14113976 RNVU1-14 -2.199857e-01
## GATCTAGCAGCCACCA  2.955631e+00  -9.82737782 RNVU1-14  2.955631e+00
## ACGAGGACAAGACGTG  3.794809e+00  -1.09445161 RNVU1-14  3.794809e+00
## CATATGGCAAGCCGCT  2.243866e-01  -3.12559374 RNVU1-14  2.243866e-01
## TTATGCTCAGACGCTC -1.458651e+00  -7.41360423 RNVU1-14 -1.458651e+00
## AGTGTCAAGTCGCCGT  4.594438e+00  -3.53316367 RNVU1-14  4.594438e+00
## AAGGCAGGTCTGCCAG  3.771036e+00   4.74299989 RNVU1-14  3.771036e+00
## TCAGGATAGCCCGAAA  8.801190e+00   3.29020655 RNVU1-14  8.801190e+00
## CCACTACCACTAGTAC  5.587682e+00  -9.23213655   FCER1A  5.587682e+00
## AGCAGCCTCGCCAAAT  2.172374e+00   8.36989228 RNVU1-14  2.172374e+00
## CTGCCTATCCATGCTC  2.711108e+00  -0.31664211 RNVU1-14  2.711108e+00
## GCTGCAGCATAGTAAG -2.423937e-01   3.78247853 RNVU1-14 -2.423937e-01
## GCGCAGTTCAGTTCGA -3.281175e+00   4.41627051   FCER1A -3.281175e+00
## GGGCATCGTAGCGCTC  3.953198e+00   4.50317876 RNVU1-14  3.953198e+00
## CTAATGGGTTACGTCA  7.742022e+00  -2.58641670 RNVU1-14  7.742022e+00
## ATTCTACGTTATCGGT  9.639884e-01  -6.27692049 RNVU1-14  9.639884e-01
## GAAATGATCAGCTGGC  2.335541e+00  -5.50233211 RNVU1-14  2.335541e+00
## TGCTACCTCGTCCAGG  7.173994e-01   0.69917563 RNVU1-14  7.173994e-01
## ACATGGTCACTTACGA -2.593202e+00   7.61287539 RNVU1-14 -2.593202e+00
## ACTTTCAAGCGTTGCC  8.610835e+00  -3.49755962 RNVU1-14  8.610835e+00
## CCTACACGTAAACCTC  3.361248e+00  -1.81771097 RNVU1-14  3.361248e+00
## ATTGGTGAGATCCCAT  2.434441e+00  -0.19750949 RNVU1-14  2.434441e+00
## CCGGGATCACAGACAG -5.058401e+00  -3.06630110 RNVU1-14 -5.058401e+00
## CAGTAACTCTCTTGAT -1.567436e+00  -5.95114617 RNVU1-14 -1.567436e+00
## ATCTACTCAATAGCGG  9.544696e-01  -3.90651495 RNVU1-14  9.544696e-01
## ACCCACTGTTAAGAAC -7.424191e+00   4.82483508   FCER1A -7.424191e+00
## ACATACGTCTGCTTGC -1.387212e+00  -6.16631089 RNVU1-14 -1.387212e+00
## CGTCTACGTTGAACTC  1.499977e+00   2.82186087 RNVU1-14  1.499977e+00
## ATTATCCCAGCAGTTT  6.597516e-01   4.52982408 RNVU1-14  6.597516e-01
## GAAACTCTCGTTACGA  7.170608e-01  -2.25962565 RNVU1-14  7.170608e-01
## GATGAAACATCATCCC  6.536961e+00   3.37784845 RNVU1-14  6.536961e+00
## CACAGTATCTGTCCGT  5.044328e+00  -1.05686075 RNVU1-14  5.044328e+00
## TGAAAGAAGGAGCGAG  8.378323e+00   0.15021670 RNVU1-14  8.378323e+00
## CCGGTAGAGACCGGAT  6.098751e+00   2.59708784 RNVU1-14  6.098751e+00
## TGCGGGTTCTAACCGA -8.542563e+00   4.19464935   FCER1A -8.542563e+00
## GGCGACTTCGCGCCAA -8.112348e-01  -1.07821877 RNVU1-14 -8.112348e-01
## GGGATGAAGTCGCCGT  4.339055e+00  -6.41080183 RNVU1-14  4.339055e+00
## GATTCAGGTACAGACG  1.086021e-01  -0.79382160 RNVU1-14  1.086021e-01
## TAGACCACAAGAAGAG  6.469297e-01  -4.84616542 RNVU1-14  6.469297e-01
## AATCCAGGTCAGAGGT -6.299324e+00   2.04616857   FCER1A -6.299324e+00
## TGAGCCGCAATGGACG -4.533750e+00  -2.82498997 RNVU1-14 -4.533750e+00
## CACATAGGTACTCTCC -1.630605e+00  -0.25945645 RNVU1-14 -1.630605e+00
## CATGGCGAGCAATATG -8.896476e+00   6.80217814   FCER1A -8.896476e+00
## CAGTAACGTTATTCTC -3.248291e+00   5.73738875   FCER1A -3.248291e+00
## GCGAGAAGTTCCGTCT  2.301985e+00  -8.72120370 RNVU1-14  2.301985e+00
## TTTACTGGTCCCTTGT -7.170291e+00  -2.26381632   FCER1A -7.170291e+00
## ATCATGGCACGAAATA  3.911615e+00  -1.45908464 RNVU1-14  3.911615e+00
## CGCCAAGAGGCAGTCA -1.049559e+00  -5.65424376 RNVU1-14 -1.049559e+00
## CGTCCATGTCCAGTAT -9.065749e-01 -12.14631589 RNVU1-14 -9.065749e-01
## TGGCGCATCCATTCTA  1.082823e+00  -5.83746787 RNVU1-14  1.082823e+00
## CCCATACGTAGCTTGT -1.274327e+00  -4.23696194 RNVU1-14 -1.274327e+00
## GCATGCGGTGCTGTAT -1.105904e+00  -2.30929762 RNVU1-14 -1.105904e+00
## TTCTTAGCATGCTAGT  4.518414e+00 -10.98999135 RNVU1-14  4.518414e+00
## TGCGCAGAGTGGACGT -4.740021e+00   2.27632786   FCER1A -4.740021e+00
## ATTATCCGTTGCTCCT  1.019460e+01   1.60068503 RNVU1-14  1.019460e+01
## AGAATAGAGACTAGGC  2.574607e-01   8.19470211 RNVU1-14  2.574607e-01
## CCTACACAGCTGCAAG -4.579187e+00   3.78036762   FCER1A -4.579187e+00
## GACAGAGAGTGCTGCC  2.674800e+00   7.80813469 RNVU1-14  2.674800e+00
## GTTCGGGTCCCAAGAT  5.078476e+00   5.85749790 RNVU1-14  5.078476e+00
## AGTAGTCGTAAGCACG -4.204170e+00  -7.66123928 RNVU1-14 -4.204170e+00
## CTCACACGTACCTACA -3.218777e+00  -7.27508623 RNVU1-14 -3.218777e+00
## GCAGTTAAGTGGGTTG  1.666565e+00  -0.71374206 RNVU1-14  1.666565e+00
## GTCAAGTCAGCTCGAC -9.307978e-02   4.66083424   FCER1A -9.307978e-02
## GCTGCGATCCCTAACC -7.367523e+00  -2.18373837   FCER1A -7.367523e+00
## GATCGTATCCCTAACC -5.129086e-01 -10.37214175 RNVU1-14 -5.129086e-01
## TGAGAGGTCCGTAGTA -3.068281e+00  -3.50342754 RNVU1-14 -3.068281e+00
## CTCGTCAGTGCACTTA -1.869924e+00  -1.73791864 RNVU1-14 -1.869924e+00
## AGCATACAGCAAATCA  2.038829e+00   1.50302028 RNVU1-14  2.038829e+00
## TCGGGACGTGTCAATC  1.893738e+00   0.79349361 RNVU1-14  1.893738e+00
## ATGCGATGTAAACACA  8.023736e+00  -7.23045009 RNVU1-14  8.023736e+00
## CATGACACACAACGTT  5.681009e+00   2.02909006 RNVU1-14  5.681009e+00
## GCTTGAAGTGCTAGCC  3.164570e+00  -8.10136604 RNVU1-14  3.164570e+00
## TTTGGTTTCTCTTATG  6.542839e+00  -2.60279866 RNVU1-14  6.542839e+00
## ACACCCTGTGAAATCA  6.644580e+00   4.13445131 RNVU1-14  6.644580e+00
## ATCATGGTCCCTCAGT -5.518678e+00  -5.00020672 RNVU1-14 -5.518678e+00
## CCTCTGACAATCAGAA  4.913926e+00  -4.21936812 RNVU1-14  4.913926e+00
## ACATACGAGACACTAA  6.863066e-01   8.37578804 RNVU1-14  6.863066e-01
## TCACAAGTCCGTAGGC -7.494170e+00   1.55313421   FCER1A -7.494170e+00
## GCAGTTAGTCCAGTGC -8.718299e+00   0.25433822   FCER1A -8.718299e+00
## AGTGAGGGTTACAGAA  9.690106e+00   4.93468788 RNVU1-14  9.690106e+00
## CACACAAGTAATCACC  4.260916e-01  -9.85862531 RNVU1-14  4.260916e-01
## GATCGCGAGGCTAGAC -4.562177e+00  -4.19709412 RNVU1-14 -4.562177e+00
## CTCGTACTCCTTTCGG  1.916499e+00  -1.03062040 RNVU1-14  1.916499e+00
## ATCCACCTCGGCGGTT  5.593286e+00   9.23465138 RNVU1-14  5.593286e+00
## GAAGCAGAGCTAGTTC  8.548682e+00  -2.52295127 RNVU1-14  8.548682e+00
## CAGTCCTAGTGTCTCA  4.405758e+00   2.29180444 RNVU1-14  4.405758e+00
## CGCTTCACAATGGATA  2.354838e+00  -5.76518775 RNVU1-14  2.354838e+00
## TCCCGATTCATATCGG  4.848905e+00  -2.95373630 RNVU1-14  4.848905e+00
## TGTGGTACATATACCG  3.850445e+00   6.02642958 RNVU1-14  3.850445e+00
## TACCTTACACTACAGT -7.650567e+00   2.79350107   FCER1A -7.650567e+00
## GTAGGCCGTCCGTCAG -5.136115e+00  -7.66884750 RNVU1-14 -5.136115e+00
## CAGAATCCAATCAGAA  1.161542e+00   5.89630599 RNVU1-14  1.161542e+00
## GGATTACTCTGTGCAA -7.848723e-01   8.08541832   FCER1A -7.848723e-01
## GTCGTAAGTTTGTTTC -2.150638e+00   9.16075689 RNVU1-14 -2.150638e+00
## GATCGTAAGCCAGTAG  4.521357e+00  -4.09050881 RNVU1-14  4.521357e+00
## GACTACAGTTAAAGAC  9.046054e+00  -5.62714169 RNVU1-14  9.046054e+00
## CATGACACAACACCTA  9.638608e+00  -2.21053324 RNVU1-14  9.638608e+00
## CACCAGGTCACGCGGT -8.503426e-01 -12.63334048 RNVU1-14 -8.503426e-01
## GTCTTCGTCTGAGTGT -1.637446e+00   3.38244355   FCER1A -1.637446e+00
## CCTTCGAAGTGGGATC -5.864636e-01  -5.18497688 RNVU1-14 -5.864636e-01
## GTGCGGTGTCCTGCTT -8.092565e-01 -10.46623537 RNVU1-14 -8.092565e-01
## GTCACAACATGCCTTC -8.945527e+00   0.21219912   FCER1A -8.945527e+00
## CAGAGAGTCAGTCAGT  1.882167e+00  -8.03577464 RNVU1-14  1.882167e+00
## GTGCGGTGTACTCTCC -1.594496e+00   0.59424017 RNVU1-14 -1.594496e+00
## CAGCTAATCAAGATCC -3.467392e+00   2.54671915   FCER1A -3.467392e+00
## CAAGATCGTTGGGACA  6.727197e+00  -7.81771923 RNVU1-14  6.727197e+00
## TTTATGCCATCACAAC  8.119497e+00   4.99454347 RNVU1-14  8.119497e+00
## CGGTTAATCCCAAGTA  4.719813e+00   0.59786472 RNVU1-14  4.719813e+00
## TAGCCGGTCCGTAGTA -1.057834e+01   4.01096450   FCER1A -1.057834e+01
## ACGAGCCGTGTTTGTG  1.527536e+00   6.21024586 RNVU1-14  1.527536e+00
## AGCATACCAAACCCAT -2.128794e+00  10.23627590 RNVU1-14 -2.128794e+00
## GAAATGATCAACACTG  1.815332e+00   1.47737360 RNVU1-14  1.815332e+00
## TATCTCACATAACCTG  7.864979e+00   0.95320144 RNVU1-14  7.864979e+00
## CCGTACTCACTTCTGC -1.099125e+01   3.55343253   FCER1A -1.099125e+01
## CTAGAGTTCAGAGGTG -2.306152e+00  -2.89765320 RNVU1-14 -2.306152e+00
## CTGATAGCATACAGCT  3.543732e+00  -5.15230097 RNVU1-14  3.543732e+00
## TCGAGGCCACGGTAGA -7.359257e+00   6.80325879   FCER1A -7.359257e+00
## GATCAGTTCACTTATC -2.132532e+00  -4.12827976 RNVU1-14 -2.132532e+00
## GTTTCTAAGCCCTAAT -1.683131e+00  -9.40520559 RNVU1-14 -1.683131e+00
## CAGCTGGAGGAATTAC -6.002086e+00   0.86911471   FCER1A -6.002086e+00
## AGAGTGGTCGATCCCT  8.532731e-01  -9.90547100 RNVU1-14  8.532731e-01
## CATGGCGCAACTGCTA  2.487109e-01  -3.40613878 RNVU1-14  2.487109e-01
## CTGGTCTGTATATGGA -8.675774e+00   4.52674174   FCER1A -8.675774e+00
## CGTCACTCACAGGAGT  1.885011e+00  -2.60302610 RNVU1-14  1.885011e+00
## AACTGGTTCAACCAAC -9.370409e+00   5.35380332   FCER1A -9.370409e+00
## CCATTCGCAGGGAGAG -8.842309e-01   0.52838436 RNVU1-14 -8.842309e-01
## CATCAGATCTTCAACT -4.073099e+00  -1.89936601 RNVU1-14 -4.073099e+00
## GAATGAATCAGGCAAG  1.415408e+00  -4.64746711 RNVU1-14  1.415408e+00
## TGTCCCATCGAATGCT -1.416379e+00   1.20136027 RNVU1-14 -1.416379e+00
## AGTGGGACAGCCAATT  1.334275e+00  -1.67811345 RNVU1-14  1.334275e+00
## AGAGCTTTCACATGCA  6.969329e+00  -4.36323009 RNVU1-14  6.969329e+00
## TGCGGGTTCTGCAGTA  7.199681e+00  -4.99074850 RNVU1-14  7.199681e+00
## GTCGTAAGTCGGCACT  5.213620e+00  -7.54120103 RNVU1-14  5.213620e+00
## CTCGAGGTCGGAGCAA -1.535957e+00  -0.55751139 RNVU1-14 -1.535957e+00
## CTACACCAGATGAGAG -8.532659e+00  -1.13772535 RNVU1-14 -8.532659e+00
## ACGGCCATCTTACCTA  4.122792e+00  -0.69767734 RNVU1-14  4.122792e+00
## CCCAGTTCACACCGAC  3.324179e+00 -10.88652323   FCER1A  3.324179e+00
## TCGGGACTCGGATGGA -5.395824e+00   1.82109018   FCER1A -5.395824e+00
## CATCGGGTCCCGACTT -3.868171e+00   0.94192704   FCER1A -3.868171e+00
## CTTAACTGTAAGGATT  6.268201e+00   6.53823839 RNVU1-14  6.268201e+00
## AACCATGAGCGTAATA  6.636750e+00  -0.11980178 RNVU1-14  6.636750e+00
## TCAGATGGTCTTCTCG  3.658707e-01  -7.47340137 RNVU1-14  3.658707e-01
## CTCACACTCCCAACGG -2.236868e+00  10.66971754 RNVU1-14 -2.236868e+00
## CCATGTCAGGATGGAA -8.761853e-01  -1.77491162 RNVU1-14 -8.761853e-01
## GGGTCTGGTACTTGAC  7.585292e+00  -2.08513676 RNVU1-14  7.585292e+00
## GGAACTTCACAGTCGC  2.743753e+00  -9.54205886 RNVU1-14  2.743753e+00
## GACCTGGCACATCCAA  5.736315e+00   4.49306281 RNVU1-14  5.736315e+00
## CAGTCCTCAAGACACG -8.236154e+00   7.68925514   FCER1A -8.236154e+00
## AGATCTGCATATGGTC  3.379516e+00  -5.83544768 RNVU1-14  3.379516e+00
## CATCAGAGTATTCTCT  1.946420e+00  -3.52228141 RNVU1-14  1.946420e+00
## TGCACCTTCGATAGAA -1.028930e+00 -10.37898033 RNVU1-14 -1.028930e+00
## CCTACACTCCCAAGTA  5.781861e+00  -4.44594705 RNVU1-14  5.781861e+00
## ACTTTCATCGTAGATC -8.388015e+00   5.10639949   FCER1A -8.388015e+00
## TTGCGTCCACCATGTA -2.117388e-01   6.96255417 RNVU1-14 -2.117388e-01
## AAATGCCAGGTGCTAG  5.683804e+00   9.63927708 RNVU1-14  5.683804e+00
## ATGCGATGTCCATCCT -4.718003e+00   4.08013484   FCER1A -4.718003e+00
## CCAGCGAAGCCACTAT  6.664703e+00  -1.59871243 RNVU1-14  6.664703e+00
## TACTTGTAGTGTACTC  3.182150e+00   5.13650489 RNVU1-14  3.182150e+00
## AGGGATGTCTCGCTTG -2.855192e+00   3.06418591   FCER1A -2.855192e+00
## TGTCCCAGTATTAGCC  5.163745e+00  -9.31851269 RNVU1-14  5.163745e+00
## TGCTACCTCGCACTCT -6.830137e+00   0.52454619 RNVU1-14 -6.830137e+00
## GTAACGTCAGTATAAG -1.061979e+01   3.21165533   FCER1A -1.061979e+01
## GCGCAACGTTCGTTGA -7.511986e+00   3.38075416   FCER1A -7.511986e+00
## GCGAGAACATGAGCGA -1.055116e+01   5.87375864   FCER1A -1.055116e+01
## TGCCCTAGTGCACCAC -7.779413e+00  -0.42046420   FCER1A -7.779413e+00
## CTAGAGTGTAAACACA -1.137294e+00   2.07444697 RNVU1-14 -1.137294e+00
## AGTAGTCCACCGGAAA  1.920283e+00   3.98464886 RNVU1-14  1.920283e+00
## CATATTCTCAGCGATT  4.459245e+00   0.35512934 RNVU1-14  4.459245e+00
## GAATGAAGTAACGACG  5.748431e+00   1.31015961 RNVU1-14  5.748431e+00
## GATCAGTAGTACTTGC  6.831021e+00  -3.75167056 RNVU1-14  6.831021e+00
## CAAGAAACAGGATTGG -4.725736e+00   3.83764871   FCER1A -4.725736e+00
## CCTATTATCAACACTG -2.448638e+00  -5.68727759 RNVU1-14 -2.448638e+00
## CAGCAGCTCTGCGGCA -5.855051e+00  -2.67097026 RNVU1-14 -5.855051e+00
## ATAAGAGAGCTGCGAA  7.939433e+00   2.81866772 RNVU1-14  7.939433e+00
## AGATCTGCACCTATCC  7.902560e-01 -10.53155833 RNVU1-14  7.902560e-01
## GACACGCGTAGAGCTG -4.289512e+00  -6.28180753 RNVU1-14 -4.289512e+00
## TACACGAAGCTAGGCA -1.708622e+00   0.26584942 RNVU1-14 -1.708622e+00
## AACACGTTCCGAAGAG  1.372862e+00  -4.29921878 RNVU1-14  1.372862e+00
## TTAACTCGTGTAATGA -8.131753e+00   7.87178795   FCER1A -8.131753e+00
## TGGCGCAGTTCAGACT  3.440412e+00   1.05951864 RNVU1-14  3.440412e+00
## CATCAGAGTCTAGTCA -1.794150e+00   5.54726428   FCER1A -1.794150e+00
## CTAGAGTAGCATGGCA  5.615897e+00   6.74860631 RNVU1-14  5.615897e+00
## TACGGTAAGCGTGAAC  5.904719e+00   4.34339294 RNVU1-14  5.904719e+00
## TGACTTTTCGGATGTT -6.298207e+00   3.39041386   FCER1A -6.298207e+00
## CTCACACTCCTACAGA -4.976099e+00  -8.66432922 RNVU1-14 -4.976099e+00
## CCGTACTCACTGAAGG  5.639067e+00  -5.92724179 RNVU1-14  5.639067e+00
## ATAACGCGTGGAAAGA -1.204078e+00  -4.89083534 RNVU1-14 -1.204078e+00
## GCTTGAAAGCTAGGCA -5.859117e+00   6.75708117   FCER1A -5.859117e+00
## AAGTCTGGTGTTGGGA  5.248984e+00  -6.11249735 RNVU1-14  5.248984e+00
## CGATCGGGTACAGCAG  1.280231e+00   3.20085234 RNVU1-14  1.280231e+00
## AGTAGTCTCGATGAGG  3.546329e+00   2.51762719 RNVU1-14  3.546329e+00
## CGACCTTCAGACGCTC -7.387409e+00   4.50772268   FCER1A -7.387409e+00
## GCATACACATGCAACT  4.223245e+00   1.53875690 RNVU1-14  4.223245e+00
## TCCCGATTCGCAGGCT  4.113075e+00   8.66711686 RNVU1-14  4.113075e+00
## TTAGGCAAGATCGATA -7.279612e+00   5.77674193   FCER1A -7.279612e+00
## TCGTACCAGGCAAAGA  2.142047e+00  -7.62956725 RNVU1-14  2.142047e+00
## GGATGTTGTATAGGGC  4.427690e+00   4.41660737 RNVU1-14  4.427690e+00
## AATCCAGCAGAGTGTG  3.610174e+00  -4.31960620 RNVU1-14  3.610174e+00
## CATGCCTCACGGCCAT -4.504154e+00   4.85747142   FCER1A -4.504154e+00
## CTCGAAACACATGACT  4.477078e+00  -0.07689102 RNVU1-14  4.477078e+00
## CTGCCTAGTTGCGTTA -3.511288e-01  -4.57535706 RNVU1-14 -3.511288e-01
## GGCGACTAGACAGAGA -8.618505e+00   0.16510837   FCER1A -8.618505e+00
## TACAGTGGTGTAATGA -5.612653e+00   5.76301057   FCER1A -5.612653e+00
## ACGAGCCTCTTATCTG  9.873352e+00   5.07518514 RNVU1-14  9.873352e+00
## GGGAATGCAAATACAG -9.394105e+00   6.71830037   FCER1A -9.394105e+00
## TGCACCTGTACCGAGA  5.148232e+00  -6.22147826 RNVU1-14  5.148232e+00
## ATCATCTTCAGTCAGT  1.057280e+01  -0.16951143 RNVU1-14  1.057280e+01
## CATATTCGTACAGTTC -8.839006e-01  -1.90872262 RNVU1-14 -8.839006e-01
## GCATGATGTTCCACTC -2.044203e+00  -0.14753598 RNVU1-14 -2.044203e+00
## AAGGCAGTCACGACTA -4.332109e+00   0.26554382 RNVU1-14 -4.332109e+00
## GAAACTCTCTATCCCG -2.170408e+00  -1.44928431 RNVU1-14 -2.170408e+00
## AGCATACTCTGCTGTC -4.235250e+00   3.18573562   FCER1A -4.235250e+00
## TGGGCGTCAGCGTTCG -4.861304e+00   1.23644683   FCER1A -4.861304e+00
## TCGTAGAGTTCGTCTC -5.829069e+00  -4.81356261 RNVU1-14 -5.829069e+00
## GACAGAGGTACCGCTG -1.004446e+01   4.00260346   FCER1A -1.004446e+01
## TCTCATACACATAACC -1.552873e+00  -6.72790597 RNVU1-14 -1.552873e+00
## TGGGCGTCATTGAGCT  1.491094e+00  -9.73154313 RNVU1-14  1.491094e+00
## CATGACACATGTCTCC  7.862207e-01  -6.98352499 RNVU1-14  7.862207e-01
## GAATAAGGTGCACGAA -4.015221e+00   7.96834932   FCER1A -4.015221e+00
## TGCGCAGCAAGCGAGT -4.738201e-01  -2.23807869 RNVU1-14 -4.738201e-01
## CTTCTCTCAGCCAGAA  6.522834e-01  -0.28475056 RNVU1-14  6.522834e-01
## AAGCCGCAGTGGCACA  5.381163e-01  -1.19173322 RNVU1-14  5.381163e-01
## CTCTACGAGTGGACGT  5.418260e+00  -9.95085912 RNVU1-14  5.418260e+00
## GTCATTTTCTATCCCG  6.020399e+00   7.31827049 RNVU1-14  6.020399e+00
## CGAGCACAGCCACTAT -9.532625e+00  -0.37672640   FCER1A -9.532625e+00
## AGTAGTCGTAACGACG -4.960707e+00  -4.80736220 RNVU1-14 -4.960707e+00
## GACGTGCAGAGGGATA -8.659590e-01   3.00008337 RNVU1-14 -8.659590e-01
## GTCTTCGTCCAACCAA  8.078407e+00   4.35234047 RNVU1-14  8.078407e+00
## CAAGGCCTCGCCCTTA -1.650036e+00  -4.10777888 RNVU1-14 -1.650036e+00
## TGTGGTACATGGTTGT  4.333766e+00   5.97931693 RNVU1-14  4.333766e+00
## CCTCAGTTCGAATGCT -6.298901e+00   3.10075920   FCER1A -6.298901e+00
## ACCGTAATCTGAGGGA -4.851655e+00   4.67346558   FCER1A -4.851655e+00
## GTTAAGCCAGTTCATG  3.330227e+00  -5.74955731 RNVU1-14  3.330227e+00
## CTGCCTATCAATCTCT -1.781482e+00   1.58814641 RNVU1-14 -1.781482e+00
## GACGGCTTCTCCAACC  1.974222e+00  -0.61419188 RNVU1-14  1.974222e+00
## TTTCCTCCAGTTCCCT -8.956004e-01 -12.34614791 RNVU1-14 -8.956004e-01
## GCGCCAAAGCCCTAAT -9.713814e-01  -1.29271016 RNVU1-14 -9.713814e-01
## CCACCTATCCCGACTT -2.462155e+00   4.05638367   FCER1A -2.462155e+00
## TTTATGCCAGGGCATA  4.095397e+00 -10.93641161   FCER1A  4.095397e+00
## TACAGTGTCGCGGATC -4.287943e+00   1.27509811   FCER1A -4.287943e+00
## AGCTCTCCACCACGTG  1.028960e+00  -3.34557017 RNVU1-14  1.028960e+00
## GTGGGTCCATTGAGCT  7.492028e-03  10.47053957   FCER1A  7.492028e-03
## GGGATGACAGACTCGC  8.605070e+00  -3.65092807 RNVU1-14  8.605070e+00
## ACACCAAGTTCGGGCT -7.993369e+00   5.14879219   FCER1A -7.993369e+00
## TGATTTCAGCTATGCT -9.880691e+00   1.23120054   FCER1A -9.880691e+00
## TGGCCAGAGAGGGCTT  5.145418e+00   4.47840018 RNVU1-14  5.145418e+00
## TCGGTAAGTAAAGTCA  3.494028e+00   7.48264607 RNVU1-14  3.494028e+00
## TGAAAGAGTCCCTTGT -5.314825e+00   5.75532917   FCER1A -5.314825e+00
## CCGTGGATCGTTTATC -5.444200e+00   0.42559319   FCER1A -5.444200e+00
## GAACCTATCCTCAACC -4.169842e+00  -5.69093177 RNVU1-14 -4.169842e+00
## GCGCAGTCATCCAACA -8.963229e+00   3.37677607   FCER1A -8.963229e+00
## ACATGGTTCGCGCCAA -2.653004e+00   3.75391014   FCER1A -2.653004e+00
## CTTGGCTGTACGCACC -1.284867e+00  -8.30851167 RNVU1-14 -1.284867e+00
## AGATTGCAGGCCCGTT -4.800783e+00  -8.83620605 RNVU1-14 -4.800783e+00
## AGGCCGTGTTACGGAG -8.124113e+00   5.75832235   FCER1A -8.124113e+00
## GGTGTTAGTTAAGATG  2.140839e+00  -2.00817489 RNVU1-14  2.140839e+00
## GGAATAATCCTGTAGA -5.574210e+00   4.13971276   FCER1A -5.574210e+00
## TATTACCGTATTAGCC -9.308046e+00   1.17733605   FCER1A -9.308046e+00
## ATAACGCGTTAGTGGG -3.988616e+00  -3.50692765 RNVU1-14 -3.988616e+00
## AAACGGGGTTATCCGA -3.579510e+00   1.64545336 RNVU1-14 -3.579510e+00
## TGTGGTATCGTTTAGG -6.913373e+00   3.87820458   FCER1A -6.913373e+00
## ATCACGAGTATGAATG -2.439721e+00   3.41487553   FCER1A -2.439721e+00
## CAGCAGCTCACCTCGT -6.141276e-01 -10.44154398 RNVU1-14 -6.141276e-01
## CCAATCCGTATTACCG -5.904125e+00   5.00515791   FCER1A -5.904125e+00
## TTCTACATCACATAGC  6.112852e+00   6.55028648 RNVU1-14  6.112852e+00
## TGTCCCATCGTATCAG  8.800517e+00  -3.51706822 RNVU1-14  8.800517e+00
## AGCTCTCAGTGTTTGC -1.325945e+00  -3.44325153 RNVU1-14 -1.325945e+00
## CAACCTCAGTAACCCT  7.877974e+00   6.43545138 RNVU1-14  7.877974e+00
## GTGGGTCAGGTAAACT -3.630388e+00  -0.64842123 RNVU1-14 -3.630388e+00
## TAAGTGCCACGTCAGC -5.644045e+00   7.28087341   FCER1A -5.644045e+00
## GACCTGGCAGCCACCA  4.301284e+00  -8.71281307 RNVU1-14  4.301284e+00
## ACAGCCGCAGGATCGA  1.029330e+00  -6.90833618 RNVU1-14  1.029330e+00
## AACTCCCCAGCTCGCA  4.247216e+00  -3.48441558 RNVU1-14  4.247216e+00
## GGAAAGCGTCTCTCGT  3.510818e+00   0.23251375 RNVU1-14  3.510818e+00
## CGCTTCAAGCAGGTCA -4.914605e+00   1.46609183   FCER1A -4.914605e+00
## GATCGCGAGAAGGGTA -6.413629e+00   4.14813503   FCER1A -6.413629e+00
## AAGCCGCCAGGATTGG -1.051683e+01   2.88993836   FCER1A -1.051683e+01
## ATTGGACGTCGTGGCT  3.329373e+00   4.28667964 RNVU1-14  3.329373e+00
## CCCATACCACTAAGTC  7.907591e+00   7.07868143 RNVU1-14  7.907591e+00
## TCTCTAATCCCATTTA -1.048328e+01   5.66378840   FCER1A -1.048328e+01
## TCGTAGAGTGGTACAG -5.836787e+00  -2.69605685   FCER1A -5.836787e+00
## AAACGGGAGAGACGAA  9.998998e-01  -2.25437695 RNVU1-14  9.998998e-01
## GACTACATCACCACCT  5.440028e+00   9.01486282 RNVU1-14  5.440028e+00
## GAAACTCAGTTGAGTA -1.566576e+00  -4.50723060 RNVU1-14 -1.566576e+00
## CCCTCCTTCCTCCTAG -9.636273e+00   1.29110803   FCER1A -9.636273e+00
## GCGACCATCACGGTTA  1.531680e-02   5.39959967 RNVU1-14  1.531680e-02
## TCTCTAAAGAGTCGGT -5.121621e+00   3.61876677   FCER1A -5.121621e+00
## GGCTCGATCTCACATT  6.662753e+00  -0.06355014 RNVU1-14  6.662753e+00
## CTGATAGAGGCAGGTT -3.275426e+00   6.18298026   FCER1A -3.275426e+00
## CATGCCTAGGAGTTTA -7.325889e+00   2.49315506   FCER1A -7.325889e+00
## TGGCTGGTCAGCCTAA  4.277762e+00  -4.58668200 RNVU1-14  4.277762e+00
## TCAGATGTCGTTACAG  6.788437e+00  -7.74072556 RNVU1-14  6.788437e+00
## CAGCTGGGTTATGTGC -1.377998e+00  -2.77598063 RNVU1-14 -1.377998e+00
## GGAACTTAGTCGTACT  1.345522e+00  -7.65630497 RNVU1-14  1.345522e+00
## CCGGGATCACCGGAAA -6.241643e+00   4.79185561   FCER1A -6.241643e+00
## CCTTCGATCAAAGACA  6.271899e-01  -5.16949311 RNVU1-14  6.271899e-01
## CGAGAAGGTATCGCAT -2.545856e+00   1.23219604   FCER1A -2.545856e+00
## CCTAAAGAGACTGGGT  1.613359e+00  -8.39922297 RNVU1-14  1.613359e+00
## CAGATCACATTGGCGC -6.193854e+00   4.88584554   FCER1A -6.193854e+00
## CTAGCCTAGCTGGAAC -1.673475e+00   5.83014130   FCER1A -1.673475e+00
## ATTGGTGTCTCGTATT  7.618206e+00   6.26252206 RNVU1-14  7.618206e+00
## GGGAATGTCAAAGTAG -5.763744e+00   2.12691943   FCER1A -5.763744e+00
## CCATGTCCACGGCCAT -5.515122e+00  -6.39443455 RNVU1-14 -5.515122e+00
## GGCAATTCATATGGTC  1.203202e+00  -4.46128743 RNVU1-14  1.203202e+00
## CTGTGCTCATGTCCTC -3.119671e+00   2.10428535 RNVU1-14 -3.119671e+00
## TTAACTCCAACGCACC -2.089245e+00   1.95839630 RNVU1-14 -2.089245e+00
## CGAACATAGCGGCTTC  2.669011e+00  -5.94601457 RNVU1-14  2.669011e+00
## TCGCGTTAGGCACATG -6.214042e+00   4.00673550   FCER1A -6.214042e+00
## GGGTTGCCAAACTGCT -2.283807e+00   4.09198288 RNVU1-14 -2.283807e+00
## ATAAGAGCAGGTGCCT -5.758653e+00   0.55407994   FCER1A -5.758653e+00
## CGGACACGTATTCGTG  7.420237e+00   4.91444266 RNVU1-14  7.420237e+00
## CTGATAGTCACGACTA -1.590383e+00  -8.04744340 RNVU1-14 -1.590383e+00
## GAACATCGTGAGTATA  5.053656e+00   2.55620440 RNVU1-14  5.053656e+00
## TGCTACCAGTGGTCCC  3.986098e+00   1.52336714 RNVU1-14  3.986098e+00
## GCTGGGTAGTCTTGCA -2.628358e+00  -6.99109831 RNVU1-14 -2.628358e+00
## TACGGATGTCTAACGT  2.227207e+00   3.20282438 RNVU1-14  2.227207e+00
## TGGGCGTCAATGGATA -7.339674e+00   1.21547427   FCER1A -7.339674e+00
## CTGCTGTCATTTGCTT  6.421546e+00   1.81413427 RNVU1-14  6.421546e+00
## GGGCATCAGCAGCCTC -8.370552e+00   4.42006712   FCER1A -8.370552e+00
## CGTGAGCAGACTAGAT  1.732701e+00  -8.24611111 RNVU1-14  1.732701e+00
## CAGCGACCACACCGAC  5.095460e+00   6.69669295 RNVU1-14  5.095460e+00
## CCCAATCCAGTTAACC  6.760060e+00   6.46831432 RNVU1-14  6.760060e+00
## CAGCGACTCAGCGACC  1.377572e+00   0.74564999 RNVU1-14  1.377572e+00
## GAGCAGAAGCTATGCT  5.996503e+00   5.40775242 RNVU1-14  5.996503e+00
## CTCTGGTTCACTTCAT -6.633507e-01   0.97420778 RNVU1-14 -6.633507e-01
## CGCGTTTCAGCTGTGC -7.789296e+00   2.72469496   FCER1A -7.789296e+00
## GGACGTCCACCTCGGA  6.804610e+00  -3.36186641 RNVU1-14  6.804610e+00
## TAGTTGGAGAGTTGGC  3.246687e+00  -1.20152036 RNVU1-14  3.246687e+00
## ATTGGTGTCGGAATCT -3.666721e+00   0.53841459 RNVU1-14 -3.666721e+00
## GAATGAACACGGCCAT  7.946070e+00   4.70701237 RNVU1-14  7.946070e+00
## GTGCATACAAGGTGTG  2.006366e+00  -3.57461214 RNVU1-14  2.006366e+00
## GGAATAAGTCGGCACT  2.471427e+00  -4.38734743 RNVU1-14  2.471427e+00
## ACCCACTTCCAAAGTC  8.661584e+00  -4.50665306 RNVU1-14  8.661584e+00
## ACTATCTCAATTCCTT -4.769779e+00   7.01717630   FCER1A -4.769779e+00
## AGCATACAGTGGGATC -4.206730e+00   2.49401762 RNVU1-14 -4.206730e+00
##                             y pt.size
## GTCATTTTCCGCATCT   0.22898545     0.5
## ATAAGAGAGGAGTTGC   2.76507088     0.5
## CATTATCCATGGTCTA   2.26353705     0.5
## CTTAGGAGTGGCGAAT  -1.46785659     0.5
## CATCAGAAGCACCGCT   4.81762700     0.5
## GCGGGTTAGTAGCCGA   3.34423767     0.5
## CAGAGAGAGCGCCTTG  -0.07468406     0.5
## CTGAAGTCAGACACTT   2.11618901     0.5
## GGACGTCCAGGTGCCT   6.70733341     0.5
## AAAGCAAGTGGTGTAG   0.42397557     0.5
## TCTCATACAGGGCATA  -3.24906447     0.5
## AACTCAGGTACTCGCG   3.11792498     0.5
## CACATTTGTGAGTATA   3.84801123     0.5
## ACTTTCAAGGTGTTAA   1.72482926     0.5
## TGCCCATCAGACGCAA   7.60624163     0.5
## CTAAGACCAATGCCAT  -0.51975752     0.5
## CGGAGCTCATTTGCTT  -5.11813943     0.5
## GAGCAGATCGACGGAA   2.60195317     0.5
## TAAACCGAGATCGATA  -2.42873993     0.5
## GTCTCGTGTACATCCA  -4.60524475     0.5
## GTATCTTAGACCCACC   6.10661192     0.5
## GAGCAGAAGAGCCTAG   6.77566688     0.5
## GTGCAGCTCACATAGC   2.11794566     0.5
## CCTATTAGTAAACCTC  -5.19432271     0.5
## AGAGTGGAGTTTAGGA  -9.17804309     0.5
## TACGGGCAGGTGATTA   6.72907579     0.5
## ACTATCTCAATCTACG   6.53659187     0.5
## CGAGCCATCAGGCAAG  -7.45576833     0.5
## CGAATGTCAATTGCTG  -1.58694914     0.5
## TACGGTATCGTTACGA   2.41872600     0.5
## CTGTGCTCAAGGTGTG   1.51692437     0.5
## CCATGTCGTAACGACG  -4.61285178     0.5
## TGCTGCTAGACACTAA  -5.88253455     0.5
## ACGGGTCTCGCTTAGA   2.80709852     0.5
## ACGAGGAAGGCTAGCA   1.77472927     0.5
## GCACTCTGTCGGCACT   5.22575486     0.5
## ATCATGGGTTTAAGCC  -6.49426793     0.5
## GCATGTAGTAAAGGAG   5.69774790     0.5
## CAACTAGAGTGGGCTA  -1.39212210     0.5
## AACACGTCAATCAGAA   6.66057665     0.5
## AAAGTAGGTGTCTGAT   6.61832477     0.5
## CTCATTATCGCTGATA   6.32235222     0.5
## TACTCGCCAACGCACC   5.87014251     0.5
## GGACATTGTCCTGCTT   5.18829695     0.5
## ACTGAACAGAGCTGGT   1.49894341     0.5
## CTCGGGAAGTGCAAGC  -0.96140589     0.5
## AGCTCCTAGCATGGCA  -7.08463854     0.5
## TATTACCGTCGACTGC   1.60991296     0.5
## GAACGGACATTTCACT   7.68055960     0.5
## CACAAACTCCCGGATG  -4.50206567     0.5
## GCTCCTAAGGGAGTAA   3.32689089     0.5
## GACTAACCATCACGTA   5.97296458     0.5
## TACTCGCTCTTAACCT   6.64479053     0.5
## AGGCCGTCAGGAACGT   0.51695877     0.5
## CCACTACAGTGCTGCC  -0.93090772     0.5
## ATCCACCCAAGCCGTC  -5.95121223     0.5
## GAGTCCGAGACTGTAA   3.44709883     0.5
## AAGCCGCCAGAAGCAC  -3.16282887     0.5
## GACACGCCAGATTGCT  -1.63140169     0.5
## CGACTTCAGGCTACGA  -7.47923376     0.5
## GGGTTGCCAGTAAGCG   3.92768967     0.5
## AGTGAGGGTCAGAATA   4.14113976     0.5
## GATCTAGCAGCCACCA  -9.82737782     0.5
## ACGAGGACAAGACGTG  -1.09445161     0.5
## CATATGGCAAGCCGCT  -3.12559374     0.5
## TTATGCTCAGACGCTC  -7.41360423     0.5
## AGTGTCAAGTCGCCGT  -3.53316367     0.5
## AAGGCAGGTCTGCCAG   4.74299989     0.5
## TCAGGATAGCCCGAAA   3.29020655     0.5
## CCACTACCACTAGTAC  -9.23213655     0.5
## AGCAGCCTCGCCAAAT   8.36989228     0.5
## CTGCCTATCCATGCTC  -0.31664211     0.5
## GCTGCAGCATAGTAAG   3.78247853     0.5
## GCGCAGTTCAGTTCGA   4.41627051     0.5
## GGGCATCGTAGCGCTC   4.50317876     0.5
## CTAATGGGTTACGTCA  -2.58641670     0.5
## ATTCTACGTTATCGGT  -6.27692049     0.5
## GAAATGATCAGCTGGC  -5.50233211     0.5
## TGCTACCTCGTCCAGG   0.69917563     0.5
## ACATGGTCACTTACGA   7.61287539     0.5
## ACTTTCAAGCGTTGCC  -3.49755962     0.5
## CCTACACGTAAACCTC  -1.81771097     0.5
## ATTGGTGAGATCCCAT  -0.19750949     0.5
## CCGGGATCACAGACAG  -3.06630110     0.5
## CAGTAACTCTCTTGAT  -5.95114617     0.5
## ATCTACTCAATAGCGG  -3.90651495     0.5
## ACCCACTGTTAAGAAC   4.82483508     0.5
## ACATACGTCTGCTTGC  -6.16631089     0.5
## CGTCTACGTTGAACTC   2.82186087     0.5
## ATTATCCCAGCAGTTT   4.52982408     0.5
## GAAACTCTCGTTACGA  -2.25962565     0.5
## GATGAAACATCATCCC   3.37784845     0.5
## CACAGTATCTGTCCGT  -1.05686075     0.5
## TGAAAGAAGGAGCGAG   0.15021670     0.5
## CCGGTAGAGACCGGAT   2.59708784     0.5
## TGCGGGTTCTAACCGA   4.19464935     0.5
## GGCGACTTCGCGCCAA  -1.07821877     0.5
## GGGATGAAGTCGCCGT  -6.41080183     0.5
## GATTCAGGTACAGACG  -0.79382160     0.5
## TAGACCACAAGAAGAG  -4.84616542     0.5
## AATCCAGGTCAGAGGT   2.04616857     0.5
## TGAGCCGCAATGGACG  -2.82498997     0.5
## CACATAGGTACTCTCC  -0.25945645     0.5
## CATGGCGAGCAATATG   6.80217814     0.5
## CAGTAACGTTATTCTC   5.73738875     0.5
## GCGAGAAGTTCCGTCT  -8.72120370     0.5
## TTTACTGGTCCCTTGT  -2.26381632     0.5
## ATCATGGCACGAAATA  -1.45908464     0.5
## CGCCAAGAGGCAGTCA  -5.65424376     0.5
## CGTCCATGTCCAGTAT -12.14631589     0.5
## TGGCGCATCCATTCTA  -5.83746787     0.5
## CCCATACGTAGCTTGT  -4.23696194     0.5
## GCATGCGGTGCTGTAT  -2.30929762     0.5
## TTCTTAGCATGCTAGT -10.98999135     0.5
## TGCGCAGAGTGGACGT   2.27632786     0.5
## ATTATCCGTTGCTCCT   1.60068503     0.5
## AGAATAGAGACTAGGC   8.19470211     0.5
## CCTACACAGCTGCAAG   3.78036762     0.5
## GACAGAGAGTGCTGCC   7.80813469     0.5
## GTTCGGGTCCCAAGAT   5.85749790     0.5
## AGTAGTCGTAAGCACG  -7.66123928     0.5
## CTCACACGTACCTACA  -7.27508623     0.5
## GCAGTTAAGTGGGTTG  -0.71374206     0.5
## GTCAAGTCAGCTCGAC   4.66083424     0.5
## GCTGCGATCCCTAACC  -2.18373837     0.5
## GATCGTATCCCTAACC -10.37214175     0.5
## TGAGAGGTCCGTAGTA  -3.50342754     0.5
## CTCGTCAGTGCACTTA  -1.73791864     0.5
## AGCATACAGCAAATCA   1.50302028     0.5
## TCGGGACGTGTCAATC   0.79349361     0.5
## ATGCGATGTAAACACA  -7.23045009     0.5
## CATGACACACAACGTT   2.02909006     0.5
## GCTTGAAGTGCTAGCC  -8.10136604     0.5
## TTTGGTTTCTCTTATG  -2.60279866     0.5
## ACACCCTGTGAAATCA   4.13445131     0.5
## ATCATGGTCCCTCAGT  -5.00020672     0.5
## CCTCTGACAATCAGAA  -4.21936812     0.5
## ACATACGAGACACTAA   8.37578804     0.5
## TCACAAGTCCGTAGGC   1.55313421     0.5
## GCAGTTAGTCCAGTGC   0.25433822     0.5
## AGTGAGGGTTACAGAA   4.93468788     0.5
## CACACAAGTAATCACC  -9.85862531     0.5
## GATCGCGAGGCTAGAC  -4.19709412     0.5
## CTCGTACTCCTTTCGG  -1.03062040     0.5
## ATCCACCTCGGCGGTT   9.23465138     0.5
## GAAGCAGAGCTAGTTC  -2.52295127     0.5
## CAGTCCTAGTGTCTCA   2.29180444     0.5
## CGCTTCACAATGGATA  -5.76518775     0.5
## TCCCGATTCATATCGG  -2.95373630     0.5
## TGTGGTACATATACCG   6.02642958     0.5
## TACCTTACACTACAGT   2.79350107     0.5
## GTAGGCCGTCCGTCAG  -7.66884750     0.5
## CAGAATCCAATCAGAA   5.89630599     0.5
## GGATTACTCTGTGCAA   8.08541832     0.5
## GTCGTAAGTTTGTTTC   9.16075689     0.5
## GATCGTAAGCCAGTAG  -4.09050881     0.5
## GACTACAGTTAAAGAC  -5.62714169     0.5
## CATGACACAACACCTA  -2.21053324     0.5
## CACCAGGTCACGCGGT -12.63334048     0.5
## GTCTTCGTCTGAGTGT   3.38244355     0.5
## CCTTCGAAGTGGGATC  -5.18497688     0.5
## GTGCGGTGTCCTGCTT -10.46623537     0.5
## GTCACAACATGCCTTC   0.21219912     0.5
## CAGAGAGTCAGTCAGT  -8.03577464     0.5
## GTGCGGTGTACTCTCC   0.59424017     0.5
## CAGCTAATCAAGATCC   2.54671915     0.5
## CAAGATCGTTGGGACA  -7.81771923     0.5
## TTTATGCCATCACAAC   4.99454347     0.5
## CGGTTAATCCCAAGTA   0.59786472     0.5
## TAGCCGGTCCGTAGTA   4.01096450     0.5
## ACGAGCCGTGTTTGTG   6.21024586     0.5
## AGCATACCAAACCCAT  10.23627590     0.5
## GAAATGATCAACACTG   1.47737360     0.5
## TATCTCACATAACCTG   0.95320144     0.5
## CCGTACTCACTTCTGC   3.55343253     0.5
## CTAGAGTTCAGAGGTG  -2.89765320     0.5
## CTGATAGCATACAGCT  -5.15230097     0.5
## TCGAGGCCACGGTAGA   6.80325879     0.5
## GATCAGTTCACTTATC  -4.12827976     0.5
## GTTTCTAAGCCCTAAT  -9.40520559     0.5
## CAGCTGGAGGAATTAC   0.86911471     0.5
## AGAGTGGTCGATCCCT  -9.90547100     0.5
## CATGGCGCAACTGCTA  -3.40613878     0.5
## CTGGTCTGTATATGGA   4.52674174     0.5
## CGTCACTCACAGGAGT  -2.60302610     0.5
## AACTGGTTCAACCAAC   5.35380332     0.5
## CCATTCGCAGGGAGAG   0.52838436     0.5
## CATCAGATCTTCAACT  -1.89936601     0.5
## GAATGAATCAGGCAAG  -4.64746711     0.5
## TGTCCCATCGAATGCT   1.20136027     0.5
## AGTGGGACAGCCAATT  -1.67811345     0.5
## AGAGCTTTCACATGCA  -4.36323009     0.5
## TGCGGGTTCTGCAGTA  -4.99074850     0.5
## GTCGTAAGTCGGCACT  -7.54120103     0.5
## CTCGAGGTCGGAGCAA  -0.55751139     0.5
## CTACACCAGATGAGAG  -1.13772535     0.5
## ACGGCCATCTTACCTA  -0.69767734     0.5
## CCCAGTTCACACCGAC -10.88652323     0.5
## TCGGGACTCGGATGGA   1.82109018     0.5
## CATCGGGTCCCGACTT   0.94192704     0.5
## CTTAACTGTAAGGATT   6.53823839     0.5
## AACCATGAGCGTAATA  -0.11980178     0.5
## TCAGATGGTCTTCTCG  -7.47340137     0.5
## CTCACACTCCCAACGG  10.66971754     0.5
## CCATGTCAGGATGGAA  -1.77491162     0.5
## GGGTCTGGTACTTGAC  -2.08513676     0.5
## GGAACTTCACAGTCGC  -9.54205886     0.5
## GACCTGGCACATCCAA   4.49306281     0.5
## CAGTCCTCAAGACACG   7.68925514     0.5
## AGATCTGCATATGGTC  -5.83544768     0.5
## CATCAGAGTATTCTCT  -3.52228141     0.5
## TGCACCTTCGATAGAA -10.37898033     0.5
## CCTACACTCCCAAGTA  -4.44594705     0.5
## ACTTTCATCGTAGATC   5.10639949     0.5
## TTGCGTCCACCATGTA   6.96255417     0.5
## AAATGCCAGGTGCTAG   9.63927708     0.5
## ATGCGATGTCCATCCT   4.08013484     0.5
## CCAGCGAAGCCACTAT  -1.59871243     0.5
## TACTTGTAGTGTACTC   5.13650489     0.5
## AGGGATGTCTCGCTTG   3.06418591     0.5
## TGTCCCAGTATTAGCC  -9.31851269     0.5
## TGCTACCTCGCACTCT   0.52454619     0.5
## GTAACGTCAGTATAAG   3.21165533     0.5
## GCGCAACGTTCGTTGA   3.38075416     0.5
## GCGAGAACATGAGCGA   5.87375864     0.5
## TGCCCTAGTGCACCAC  -0.42046420     0.5
## CTAGAGTGTAAACACA   2.07444697     0.5
## AGTAGTCCACCGGAAA   3.98464886     0.5
## CATATTCTCAGCGATT   0.35512934     0.5
## GAATGAAGTAACGACG   1.31015961     0.5
## GATCAGTAGTACTTGC  -3.75167056     0.5
## CAAGAAACAGGATTGG   3.83764871     0.5
## CCTATTATCAACACTG  -5.68727759     0.5
## CAGCAGCTCTGCGGCA  -2.67097026     0.5
## ATAAGAGAGCTGCGAA   2.81866772     0.5
## AGATCTGCACCTATCC -10.53155833     0.5
## GACACGCGTAGAGCTG  -6.28180753     0.5
## TACACGAAGCTAGGCA   0.26584942     0.5
## AACACGTTCCGAAGAG  -4.29921878     0.5
## TTAACTCGTGTAATGA   7.87178795     0.5
## TGGCGCAGTTCAGACT   1.05951864     0.5
## CATCAGAGTCTAGTCA   5.54726428     0.5
## CTAGAGTAGCATGGCA   6.74860631     0.5
## TACGGTAAGCGTGAAC   4.34339294     0.5
## TGACTTTTCGGATGTT   3.39041386     0.5
## CTCACACTCCTACAGA  -8.66432922     0.5
## CCGTACTCACTGAAGG  -5.92724179     0.5
## ATAACGCGTGGAAAGA  -4.89083534     0.5
## GCTTGAAAGCTAGGCA   6.75708117     0.5
## AAGTCTGGTGTTGGGA  -6.11249735     0.5
## CGATCGGGTACAGCAG   3.20085234     0.5
## AGTAGTCTCGATGAGG   2.51762719     0.5
## CGACCTTCAGACGCTC   4.50772268     0.5
## GCATACACATGCAACT   1.53875690     0.5
## TCCCGATTCGCAGGCT   8.66711686     0.5
## TTAGGCAAGATCGATA   5.77674193     0.5
## TCGTACCAGGCAAAGA  -7.62956725     0.5
## GGATGTTGTATAGGGC   4.41660737     0.5
## AATCCAGCAGAGTGTG  -4.31960620     0.5
## CATGCCTCACGGCCAT   4.85747142     0.5
## CTCGAAACACATGACT  -0.07689102     0.5
## CTGCCTAGTTGCGTTA  -4.57535706     0.5
## GGCGACTAGACAGAGA   0.16510837     0.5
## TACAGTGGTGTAATGA   5.76301057     0.5
## ACGAGCCTCTTATCTG   5.07518514     0.5
## GGGAATGCAAATACAG   6.71830037     0.5
## TGCACCTGTACCGAGA  -6.22147826     0.5
## ATCATCTTCAGTCAGT  -0.16951143     0.5
## CATATTCGTACAGTTC  -1.90872262     0.5
## GCATGATGTTCCACTC  -0.14753598     0.5
## AAGGCAGTCACGACTA   0.26554382     0.5
## GAAACTCTCTATCCCG  -1.44928431     0.5
## AGCATACTCTGCTGTC   3.18573562     0.5
## TGGGCGTCAGCGTTCG   1.23644683     0.5
## TCGTAGAGTTCGTCTC  -4.81356261     0.5
## GACAGAGGTACCGCTG   4.00260346     0.5
## TCTCATACACATAACC  -6.72790597     0.5
## TGGGCGTCATTGAGCT  -9.73154313     0.5
## CATGACACATGTCTCC  -6.98352499     0.5
## GAATAAGGTGCACGAA   7.96834932     0.5
## TGCGCAGCAAGCGAGT  -2.23807869     0.5
## CTTCTCTCAGCCAGAA  -0.28475056     0.5
## AAGCCGCAGTGGCACA  -1.19173322     0.5
## CTCTACGAGTGGACGT  -9.95085912     0.5
## GTCATTTTCTATCCCG   7.31827049     0.5
## CGAGCACAGCCACTAT  -0.37672640     0.5
## AGTAGTCGTAACGACG  -4.80736220     0.5
## GACGTGCAGAGGGATA   3.00008337     0.5
## GTCTTCGTCCAACCAA   4.35234047     0.5
## CAAGGCCTCGCCCTTA  -4.10777888     0.5
## TGTGGTACATGGTTGT   5.97931693     0.5
## CCTCAGTTCGAATGCT   3.10075920     0.5
## ACCGTAATCTGAGGGA   4.67346558     0.5
## GTTAAGCCAGTTCATG  -5.74955731     0.5
## CTGCCTATCAATCTCT   1.58814641     0.5
## GACGGCTTCTCCAACC  -0.61419188     0.5
## TTTCCTCCAGTTCCCT -12.34614791     0.5
## GCGCCAAAGCCCTAAT  -1.29271016     0.5
## CCACCTATCCCGACTT   4.05638367     0.5
## TTTATGCCAGGGCATA -10.93641161     0.5
## TACAGTGTCGCGGATC   1.27509811     0.5
## AGCTCTCCACCACGTG  -3.34557017     0.5
## GTGGGTCCATTGAGCT  10.47053957     0.5
## GGGATGACAGACTCGC  -3.65092807     0.5
## ACACCAAGTTCGGGCT   5.14879219     0.5
## TGATTTCAGCTATGCT   1.23120054     0.5
## TGGCCAGAGAGGGCTT   4.47840018     0.5
## TCGGTAAGTAAAGTCA   7.48264607     0.5
## TGAAAGAGTCCCTTGT   5.75532917     0.5
## CCGTGGATCGTTTATC   0.42559319     0.5
## GAACCTATCCTCAACC  -5.69093177     0.5
## GCGCAGTCATCCAACA   3.37677607     0.5
## ACATGGTTCGCGCCAA   3.75391014     0.5
## CTTGGCTGTACGCACC  -8.30851167     0.5
## AGATTGCAGGCCCGTT  -8.83620605     0.5
## AGGCCGTGTTACGGAG   5.75832235     0.5
## GGTGTTAGTTAAGATG  -2.00817489     0.5
## GGAATAATCCTGTAGA   4.13971276     0.5
## TATTACCGTATTAGCC   1.17733605     0.5
## ATAACGCGTTAGTGGG  -3.50692765     0.5
## AAACGGGGTTATCCGA   1.64545336     0.5
## TGTGGTATCGTTTAGG   3.87820458     0.5
## ATCACGAGTATGAATG   3.41487553     0.5
## CAGCAGCTCACCTCGT -10.44154398     0.5
## CCAATCCGTATTACCG   5.00515791     0.5
## TTCTACATCACATAGC   6.55028648     0.5
## TGTCCCATCGTATCAG  -3.51706822     0.5
## AGCTCTCAGTGTTTGC  -3.44325153     0.5
## CAACCTCAGTAACCCT   6.43545138     0.5
## GTGGGTCAGGTAAACT  -0.64842123     0.5
## TAAGTGCCACGTCAGC   7.28087341     0.5
## GACCTGGCAGCCACCA  -8.71281307     0.5
## ACAGCCGCAGGATCGA  -6.90833618     0.5
## AACTCCCCAGCTCGCA  -3.48441558     0.5
## GGAAAGCGTCTCTCGT   0.23251375     0.5
## CGCTTCAAGCAGGTCA   1.46609183     0.5
## GATCGCGAGAAGGGTA   4.14813503     0.5
## AAGCCGCCAGGATTGG   2.88993836     0.5
## ATTGGACGTCGTGGCT   4.28667964     0.5
## CCCATACCACTAAGTC   7.07868143     0.5
## TCTCTAATCCCATTTA   5.66378840     0.5
## TCGTAGAGTGGTACAG  -2.69605685     0.5
## AAACGGGAGAGACGAA  -2.25437695     0.5
## GACTACATCACCACCT   9.01486282     0.5
## GAAACTCAGTTGAGTA  -4.50723060     0.5
## CCCTCCTTCCTCCTAG   1.29110803     0.5
## GCGACCATCACGGTTA   5.39959967     0.5
## TCTCTAAAGAGTCGGT   3.61876677     0.5
## GGCTCGATCTCACATT  -0.06355014     0.5
## CTGATAGAGGCAGGTT   6.18298026     0.5
## CATGCCTAGGAGTTTA   2.49315506     0.5
## TGGCTGGTCAGCCTAA  -4.58668200     0.5
## TCAGATGTCGTTACAG  -7.74072556     0.5
## CAGCTGGGTTATGTGC  -2.77598063     0.5
## GGAACTTAGTCGTACT  -7.65630497     0.5
## CCGGGATCACCGGAAA   4.79185561     0.5
## CCTTCGATCAAAGACA  -5.16949311     0.5
## CGAGAAGGTATCGCAT   1.23219604     0.5
## CCTAAAGAGACTGGGT  -8.39922297     0.5
## CAGATCACATTGGCGC   4.88584554     0.5
## CTAGCCTAGCTGGAAC   5.83014130     0.5
## ATTGGTGTCTCGTATT   6.26252206     0.5
## GGGAATGTCAAAGTAG   2.12691943     0.5
## CCATGTCCACGGCCAT  -6.39443455     0.5
## GGCAATTCATATGGTC  -4.46128743     0.5
## CTGTGCTCATGTCCTC   2.10428535     0.5
## TTAACTCCAACGCACC   1.95839630     0.5
## CGAACATAGCGGCTTC  -5.94601457     0.5
## TCGCGTTAGGCACATG   4.00673550     0.5
## GGGTTGCCAAACTGCT   4.09198288     0.5
## ATAAGAGCAGGTGCCT   0.55407994     0.5
## CGGACACGTATTCGTG   4.91444266     0.5
## CTGATAGTCACGACTA  -8.04744340     0.5
## GAACATCGTGAGTATA   2.55620440     0.5
## TGCTACCAGTGGTCCC   1.52336714     0.5
## GCTGGGTAGTCTTGCA  -6.99109831     0.5
## TACGGATGTCTAACGT   3.20282438     0.5
## TGGGCGTCAATGGATA   1.21547427     0.5
## CTGCTGTCATTTGCTT   1.81413427     0.5
## GGGCATCAGCAGCCTC   4.42006712     0.5
## CGTGAGCAGACTAGAT  -8.24611111     0.5
## CAGCGACCACACCGAC   6.69669295     0.5
## CCCAATCCAGTTAACC   6.46831432     0.5
## CAGCGACTCAGCGACC   0.74564999     0.5
## GAGCAGAAGCTATGCT   5.40775242     0.5
## CTCTGGTTCACTTCAT   0.97420778     0.5
## CGCGTTTCAGCTGTGC   2.72469496     0.5
## GGACGTCCACCTCGGA  -3.36186641     0.5
## TAGTTGGAGAGTTGGC  -1.20152036     0.5
## ATTGGTGTCGGAATCT   0.53841459     0.5
## GAATGAACACGGCCAT   4.70701237     0.5
## GTGCATACAAGGTGTG  -3.57461214     0.5
## GGAATAAGTCGGCACT  -4.38734743     0.5
## ACCCACTTCCAAAGTC  -4.50665306     0.5
## ACTATCTCAATTCCTT   7.01717630     0.5
## AGCATACAGTGGGATC   2.49401762     0.5

DGE: All Cells

  • DGE methods available in Seurat include:
  • DESeq2DETest()
  • DiffExpTest()
  • DiffTTest()
# Available DGE methods:
## "wilcox", "bimod", "roc", "t", "tobit", "poisson", "negbinom", "MAST", "DESeq2"
runDGE <- function(pbmc, meta_var, group1, group2, test.use="wilcox"){
  #print(paste("DGE_allCells",meta_var,sep="_")) 
  pbmc <- SetAllIdent(pbmc, id = meta_var)
  pbmc <- StashIdent(pbmc, save.name = meta_var)  
  DEGs <- FindMarkers(pbmc, ident.1=group1, ident.2=group2, test.use=test.use)
  DEGs$gene <- row.names(DEGs)
  return(DEGs)
}

PD vs. Controls

DEG_df <-runDGE(pbmc, "dx", group1 = "PD", group2="control")
cap = paste("DEGs (All Cells): PD vs. Controls")

createDT(DEG_df, caption = cap)
volcanoPlot(DEG_df, caption = cap)

LRRK vs. PD

DEG_df <-runDGE(pbmc, "mut", "LRRK2", "PD")
cap <- paste("DEGs (All Cells): LRRK2 vs. PD")

createDT(DEG_df, caption = cap)
volcanoPlot(DEG_df, caption = cap)

DGE: CD14++/CD16+ vs. CD14++/CD16–

DEG_df <-runDGE(pbmc, "CellType_DGE", "CD14++/CD16+", "CD14++/CD16--")
## Error in WhichCells(object = object, ident = ident.1): Identity : CD14++/CD16+ not found.
cap <- paste("DEGs (All Cells): CD14++/CD16+ vs. CD14++/CD16--")

createDT(DEG_df, caption = cap)
volcanoPlot(DEG_df, caption = cap)

DGE: Within Clusters

DGE_within_clusters <- function(pbmc, meta_var, group1, group2){
  for (clust in unique(pbmc@ident)){
    # Subset cells by cluster
   pbmc <- SetAllIdent(pbmc, id = "post_clustering")
   pbmc_clustSub <- SubsetData(pbmc, ident.use = clust, subset.raw = T) 
   cap <- paste("Cluster ",clust,": \n ",group1," vs. ", group2, sep="") 
   cat('\n')   
   cat("### ",cap)
   # DGE
   DEG_df <-runDGE(pbmc_clustSub, meta_var, group1 , group2 ) 
   # Show results
   volcanoPlot(DEG_df, caption = cap)
   createDT(DEG_df, caption = cap)
   cat('\n')   
  } 
}

Between Disease Groups

DGE_within_clusters(pbmc, "dx", "PD", "control") 
## Error in WhichCells(object = object, ident = ident.use, ident.remove = ident.remove, : Identity : FCER1A not found.

Between Mutation Groups

DGE_within_clusters(pbmc, "mut", "LRKK2", "PD")
## Error in WhichCells(object = object, ident = ident.use, ident.remove = ident.remove, : Identity : FCER1A not found.

Between Mutation Groups

DGE_within_clusters(pbmc, "CellType_DGE", "CD14++/CD16+", "CD14++/CD16--") 
## Error in WhichCells(object = object, ident = ident.use, ident.remove = ident.remove, : Identity : FCER1A not found.
DGE_within_clusters(pbmc, "CellType_AvgExp", "CD14++/CD16+", "CD14++/CD16--")
## Error in WhichCells(object = object, ident = ident.use, ident.remove = ident.remove, : Identity : FCER1A not found.

Try Different Cluster Resolutions

If you perturb some of our parameter choices above (for example, setting resolution=0.8 or changing the number of PCs), you might see the CD4 T cells subdivide into two groups. You can explore this subdivision to find markers separating the two T cell subsets. However, before reclustering (which will overwrite object@ident), we can stash our renamed identities to be easily recovered later.

Find New Clusters

new_resolution <- 3.0
orig_resolution <- paste("resolution",params$resolution,sep="_")
pbmc <- StashIdent(object = pbmc, save.name = orig_resolution) 

## Warning in BuildSNN(object = object, genes.use = genes.use, reduction.type
## = reduction.type, : Build parameters exactly match those of already
## computed and stored SNN. To force recalculation, set force.recalc to TRUE.
pbmc <- FindClusters(object = pbmc, reduction.type = "pca", dims.use = 1:10,
                     resolution = new_resolution, print.output = F)
## 11 singletons identified. 35 final clusters.
pbmc <- StashIdent(object = pbmc, save.name = "resolution_3.0") 

plot1 <- TSNEPlot(object = pbmc, do.return = TRUE, no.legend = TRUE, do.label = TRUE, label.size=labSize)
plot2 <- TSNEPlot(object = pbmc, do.return = TRUE, group.by = "ClusterNames_0.6", 
                  no.legend = TRUE, do.label = TRUE, label.size=labSize)
## Error in FetchData(object = object, vars.all = group.by): Error: ClusterNames_0.6 not found
plot_grid(plot1, plot2)
## Error in plot_grid(plot1, plot2): object 'plot2' not found

Find New Biomarkers

res3.0_markers <- FindAllMarkers(object = pbmc, min.pct = 0.25, thresh.use = 0.25,  only.pos = F,  test.use = "wilcox")
FeaturePlot(object = pbmc, features.plot = top1$gene, cols.use = c("green", "blue"))

# Set back to orig
pbmc <- SetAllIdent(object = pbmc, id = orig_resolution) 

Save Results

# Save results for EACH run (in their respective subfolders)
saveRDS(pbmc, file=file.path(params$resultsPath, "cd14-processed.rds") )